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Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=OWvy-fCWTBQ | How to Build a Deep Learning Machine - Everything You Need To Know | ❤️ Become The AI Epiphany Patreon ❤️
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In this video, I tell you everything you need to know about building your own machine learning workstation! Should you build it? How to do proper research on the ... | What's cracking guys Alex here with this video? I'm kicking off a brand new video series on how to build a deep learning Workstation for a particular budget and whether you should build it so in this first video I'm gonna walk you through how to do the necessary research To pick the right components for your budget an... | [{"start": 0.0, "end": 3.3000000000000003, "text": " What's cracking guys Alex here with this video?"}, {"start": 3.3000000000000003, "end": 6.88, "text": " I'm kicking off a brand new video series on how to build a deep learning"}, {"start": 7.5600000000000005, "end": 12.38, "text": " Workstation for a particular budg... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=mV7bhf6b2Hs | High Fidelity Neural Audio Compression | Paper & Code Explained | ❤️ Become The AI Epiphany Patreon ❤️
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In this video I cover the "High Fidelity Neural Audio Compression" paper and code.
With 6 kbps they already get the same audio quality (as measured by the subje... | What's cracking guys, Alex here. In this video I'll be covering a new paper called in codec high fidelity neural audio compression from the meta team and basically I'm gonna do a code walkthrough as well as the paper walkthrough and hopefully that combination is gonna be useful for you guys. So basically what they've ... | [{"start": 0.0, "end": 2.58, "text": " What's cracking guys, Alex here."}, {"start": 2.58, "end": 5.58, "text": " In this video I'll be covering a new paper called"}, {"start": 5.58, "end": 8.5, "text": " in codec high fidelity neural audio compression"}, {"start": 8.5, "end": 11.58, "text": " from the meta team and ba... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=uNe5QGOJykE | Ask Me Anything: A Simple Strategy For Prompting Language Models | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️
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In this short video I cover the "Ask Me Anything: A Simple Strategy For Prompting Language Models" paper introducing a scalable and effective way to prompt langua... | What's up guys, Alex here. In this video I wanna briefly go through this new paper on prompting called Ask Me Anything, a Simple Strategy for Prompting Language Models. They show amazing results, so let me read it to you straight away. So we evaluate this approach EMA across open source model families such as Neo, Blo... | [{"start": 0.0, "end": 2.32, "text": " What's up guys, Alex here."}, {"start": 2.32, "end": 4.62, "text": " In this video I wanna briefly go through this new paper"}, {"start": 4.62, "end": 6.42, "text": " on prompting called Ask Me Anything,"}, {"start": 6.42, "end": 9.540000000000001, "text": " a Simple Strategy for ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=MmAJk2BD6WA | Make-A-Video: Text-To-Video Generation Without Text-Video Data | Paper Explained | 🚀 Find out how to get started using Weights & Biases 🚀
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In this video I cover the latest text-to-video paper from Meta: "Make-A-Video: Text-To-Video Generation Without Text-Video Data".
I walk you through th... | What's cracking guys in this video I'm covering make a video from Meta a very cool novel Text to video model and in general over the last months. We've seen an explosion in the multimodal research So other than the text to image models such as the lead to mid-journey stable diffusion, etc Etc we've seen models that do... | [{"start": 0.0, "end": 6.38, "text": " What's cracking guys in this video I'm covering make a video from Meta a very cool novel"}, {"start": 6.66, "end": 13.32, "text": " Text to video model and in general over the last months. We've seen an explosion in the multimodal research"}, {"start": 13.32, "end": 18.3, "text": ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=RyIn-DxGF-c | AudioGen: Textually Guided Audio Generation | Text To Audio | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️
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In this video I do a deep dive of the recent "AudioGen: Textually Guided Audio Generation | Paper Explained" paper that introduced text-guided audio synthesis.
I... | What's up guys? In this video I'm covering AudioGen, textually guided audio generation. The idea here is this paper is doing the same thing to audio what Dali2, Mid Journey, Stable Diffusion and other models have been doing to images. I.e. it's doing the text to audio synthesis. And the other models I mentioned were d... | [{"start": 0.0, "end": 5.6000000000000005, "text": " What's up guys? In this video I'm covering AudioGen, textually guided audio generation."}, {"start": 5.6000000000000005, "end": 10.5, "text": " The idea here is this paper is doing the same thing to audio what"}, {"start": 10.5, "end": 15.5, "text": " Dali2, Mid Jour... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=AwJf8aQfChE | OpenAI Whisper: Robust Speech Recognition via Large-Scale Weak Supervision | Paper and Code | ❤️ Become The AI Epiphany Patreon ❤️
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In this video I cover Whisper, an ASR system from OpenAI's "Robust Speech Recognition via Large-Scale Weak Supervision" paper.
Trained on a huge multi-lingual, m... | OpenAI just open sourced Whisper, which is an automatic speech recognition system that's approaching the human level baseline on both the accuracy as well as on the robustness wise for the English transcription. And that's super awesome. So in this video, I'm gonna cover the paper as well as I'm gonna go through the c... | [{"start": 0.0, "end": 2.64, "text": " OpenAI just open sourced Whisper,"}, {"start": 2.64, "end": 5.48, "text": " which is an automatic speech recognition system"}, {"start": 5.48, "end": 7.7, "text": " that's approaching the human level baseline"}, {"start": 7.7, "end": 11.92, "text": " on both the accuracy as well a... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=pTChDs5uD8I | BigScience BLOOM | 3D Parallelism Explained | Large Language Models | ML Coding Series | ❤️ Become The AI Epiphany Patreon ❤️
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In this 4th video of the Large Language Model series I walk you through the BigScience's BLOOM model codebase!
The main focus is on understanding the 3D parallel... | What's cracking guys, Alex here. In this video, I'm doing the fourth video of the large language model series and I'll be walking you through the Bloom code base. So that's the 175 billion parameter model from the big science event. And I'm gonna focus on showing you how the 3D parallelism is implemented in code. So t... | [{"start": 0.0, "end": 2.52, "text": " What's cracking guys, Alex here."}, {"start": 2.52, "end": 4.34, "text": " In this video, I'm doing the fourth video"}, {"start": 4.34, "end": 6.16, "text": " of the large language model series"}, {"start": 6.16, "end": 9.32, "text": " and I'll be walking you through the Bloom cod... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=5RUOrXl3nag | OPT-175B: Open Pretrained Transformer | ML Coding Series | ❤️ Become The AI Epiphany Patreon ❤️
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In this video I do a deep dive into the metaseq (Open Pretrained Transformer, OPT-175B) codebase.
I first show you how to set up the code on your machine, and th... | What's cracking guys? Alex here. In this video, I'll be walking you through the code base behind the recent Opt 175B Transformer from Meta and if you're curious to learn about the actual theory about the paper I covered this paper as well as GPT Neo X20B and as well as Big Science blue models So the corresponding pape... | [{"start": 0.0, "end": 7.0, "text": " What's cracking guys? Alex here. In this video, I'll be walking you through the code base behind the recent Opt"}, {"start": 7.84, "end": 9.44, "text": " 175B"}, {"start": 9.44, "end": 14.58, "text": " Transformer from Meta and if you're curious to learn about the actual theory abo... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=DK-QXsiycpk | GPT-NeoX-20B | BigScience BLOOM | OPT-175B | Training Large Language Models | Papers Explained | 🚀 Find out how to get started using Weights & Biases 🚀
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In this video I cover 3 publicly shared LLM 🚀 projects/papers and the pain they experience training them (🍿🍿🍿):
1. "What Language Model to Train if You H... | What's up guys in this video I'll be covering three very famous large language model papers And all of them have in common that they've publicly shared both the code as well as the weights So the idea will be to kind of show you Some of the connections the commonalities between them will not be digging into the actual... | [{"start": 0.0, "end": 5.7, "text": " What's up guys in this video I'll be covering three very famous large language model papers"}, {"start": 6.18, "end": 11.92, "text": " And all of them have in common that they've publicly shared both the code as well as the weights"}, {"start": 12.0, "end": 14.5, "text": " So the i... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=f6PtJKdey8E | Stable Diffusion: High-Resolution Image Synthesis with Latent Diffusion Models | ML Coding Series | ❤️ Become The AI Epiphany Patreon ❤️
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If you want to understand how stable diffusion exactly works behind the scenes this video is for you. I do a deep dive into the code behind Stable Diffusion expla... | What's up guys, Alex here. In this video we are doing a deep dive into stable diffusion model and by the end of this video you'll understand exactly how the training of both stages works, how the sampling works, how to generate images, etc. Having said that, a week ago the weights for the stable diffusion models were ... | [{"start": 0.0, "end": 16.0, "text": " What's up guys, Alex here. In this video we are doing a deep dive into stable diffusion model and by the end of this video you'll understand exactly how the training of both stages works, how the sampling works, how to generate images, etc."}, {"start": 16.0, "end": 45.0, "text": ... |
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In this video I show you 3 ways to get started with Stable diffusion:
1. Using... | What's up guys, Alex here. In this video, I'm showing you how to get started with stable diffusion. I have another video where I do a super deep dive into how everything works. I take the original code base and I literally step through the code and explain you how the training works, how the sampling works, how to gen... | [{"start": 0.0, "end": 2.12, "text": " What's up guys, Alex here."}, {"start": 2.12, "end": 5.08, "text": " In this video, I'm showing you how to get started"}, {"start": 5.08, "end": 6.5200000000000005, "text": " with stable diffusion."}, {"start": 6.5200000000000005, "end": 9.24, "text": " I have another video where ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=hc0u4avAkuM | Ultimate Guide To Scaling ML Models - Megatron-LM | ZeRO | DeepSpeed | Mixed Precision | 🚀 Sign up for AssemblyAI's speech API using my link 🚀
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In this video I show you what it takes to scale ML models up to trillions of parameters!... | What's cracking guys? The idea of this video is going to be extremely ambitious. I'm going to try and give you the most seminal and important ideas for how to scale your models up to scales of hundreds of billions and even trillions of parameters. So I'm gonna cover multiple papers as you can see here so we have Megat... | [{"start": 0.0, "end": 4.92, "text": " What's cracking guys? The idea of this video is going to be extremely ambitious."}, {"start": 4.92, "end": 11.36, "text": " I'm going to try and give you the most seminal and important ideas for how to"}, {"start": 11.36, "end": 15.52, "text": " scale your models up to scales of h... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=KTZbi7-f09Q | 30k subscribers AMA (Ask Me Anything) | Channel Update | ❤️ Become The AI Epiphany Patreon ❤️
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Celebrating 30.000 subscribers and doing an ask-me-anything session!
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⌚️ Timetable:
00:00 Intro
00:26 Your feedback matters!
00:52 AMA... | What's up guys, the channel just hit 30,000 subscribers and I'm making this video to answer some of your questions and just to celebrate and reflect over the last period. I'm super thankful for all of you following my channel. I'm learning so much from you as well, just reading the feedback, reading the comments, inte... | [{"start": 0.0, "end": 6.12, "text": " What's up guys, the channel just hit 30,000 subscribers and I'm making this"}, {"start": 6.12, "end": 10.56, "text": " video to answer some of your questions and just to celebrate and reflect over"}, {"start": 10.56, "end": 16.04, "text": " the last period. I'm super thankful for ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=x_8uHX5KngE | DALL-E mini explained | min(DALL-E) | Craiyon | ML Coding Series | ❤️ Become The AI Epiphany Patreon ❤️
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In the 6th video of the ML coding series I start explaining the DALL-E mini project - the open-source implementation of DALL-E. I start with its minimal port into... | What's up guys in this video I'm continuing on with the machine learning coding series and in this one I'll be covering the Lee mini. So that's the open source implementation of the of open AI's Dali model and when actually say I'll be covering the Lee mini what I mean I'll be cover covering this minimal port of the L... | [{"start": 0.0, "end": 5.62, "text": " What's up guys in this video I'm continuing on with the machine learning coding series and in this one"}, {"start": 5.62, "end": 12.26, "text": " I'll be covering the Lee mini. So that's the open source implementation of the of open AI's"}, {"start": 12.64, "end": 17.1, "text": " ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=c1GwVg3lt1c | OpenAI GLIDE (Diffusion) | ML Coding series | Towards Photorealistic Image Generation and Editing | ❤️ Become The AI Epiphany Patreon ❤️
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5th video of the ML coding series! In this one I cover OpenAI's GLIDE model from the "GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided ... | What's cracking guys in this video? I'm continuing on with the diffusion model tracking the machine learning coding series and this one I'll be covering glide, so that's a model that was a precursor to delete to Coming from open AI and I've previously covered the paper in great depth So if you want to have a deep dive... | [{"start": 0.0, "end": 7.26, "text": " What's cracking guys in this video? I'm continuing on with the diffusion model tracking the machine learning coding series and this one"}, {"start": 7.26, "end": 11.4, "text": " I'll be covering glide, so that's a model that was a precursor to delete to"}, {"start": 11.96, "end": ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=hAp7Lk7W4QQ | Diffusion Models Beat GANs on Image Synthesis | ML Coding Series | Part 2 | ❤️ Become The AI Epiphany Patreon ❤️
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4th video in the ML coding series! In this one I continue explaining diffusion models! I cover the "Diffusion Models Beat GANs on Image Synthesis" paper and the c... | What's up guys in this video I'm continuing with the machine learning coding series and I'll be covering a follow-up paper to the previous video. So in the last one we covered the improved DDPMs or denoising diffusion probabilistic models paper in this one I'm gonna cover the follow-up work called the diffusion models... | [{"start": 0.0, "end": 4.44, "text": " What's up guys in this video I'm continuing with the machine learning coding series and"}, {"start": 4.76, "end": 11.06, "text": " I'll be covering a follow-up paper to the previous video. So in the last one we covered the improved"}, {"start": 11.8, "end": 16.36, "text": " DDPMs ... |
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In this 3rd video of my ML coding series, we do a deep dive into diffusion models! Diffusion is the powerhouse behind recent text-to-image generation models such ... | What's up guys, in this video I'm focusing on covering diffusion models. So basically the family of models that are powering some of the most famous AI models over the last couple of months such as I guess the LEED 2, Imagine from Google, Glide from OpenAI as well and many other models. So the idea, the video will be ... | [{"start": 0.0, "end": 6.04, "text": " What's up guys, in this video I'm focusing on covering diffusion models."}, {"start": 6.04, "end": 11.200000000000001, "text": " So basically the family of models that are powering some of the most famous AI models"}, {"start": 11.200000000000001, "end": 18.64, "text": " over the ... |
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The second video in the ML coding series! The longest video I ever made!
In this video I do a code walkthrough of Facebook's DETR model from the "End-to-End Obj... | What's cracking guys? This is the second video in the machine learning coding series and I'll be covering Facebook Deter, so that's a short for Detection Transformer and some of you might recall that I've already covered the paper in great depth I think a year ago, so if you're not familiar with what Deter is maybe co... | [{"start": 0.0, "end": 4.12, "text": " What's cracking guys? This is the second video in the machine learning coding"}, {"start": 4.12, "end": 9.200000000000001, "text": " series and I'll be covering Facebook Deter, so that's a short for Detection"}, {"start": 9.200000000000001, "end": 15.4, "text": " Transformer and s... |
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Kicking off a series of videos where I'll be going through the actual code of many of the papers I've covered over the last few years!
In this video I do a code ... | What's cracking guys? In this video I'm doing something a bit different. So I'll be kicking off this series of videos where I'll be going through various, through the code of various papers that I've covered over the last months. And so I'll be starting with OpenAI's clip. So basically I cloned this repository OpenAI'... | [{"start": 0.0, "end": 3.36, "text": " What's cracking guys? In this video I'm doing something a bit different."}, {"start": 3.36, "end": 9.72, "text": " So I'll be kicking off this series of videos where I'll be going through various,"}, {"start": 9.72, "end": 13.72, "text": " through the code of various papers that I... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=JiQmkhsbRwk | Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs | ❤️ Become The AI Epiphany Patreon ❤️
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In this video I cover "Neural Sheaf Diffusion:
A Topological Perspective on Heterophily and Oversmoothing in GNNs" paper. The paper takes ideas from the sheaf the... | What's up you guys, in this video I'll be covering neural sheaf diffusion, a topological perspective on heterophily and oversmoothing in GNNs. This is a paper by Christian Bodnar, Francesco Di Giovanni, Benjamin Chamberlain, Pietro Leo and Michael Bronstein. And like you'll probably notice here, like most of you are p... | [{"start": 0.0, "end": 8.4, "text": " What's up you guys, in this video I'll be covering neural sheaf diffusion, a topological perspective on heterophily and oversmoothing in GNNs."}, {"start": 8.4, "end": 16.8, "text": " This is a paper by Christian Bodnar, Francesco Di Giovanni, Benjamin Chamberlain, Pietro Leo and M... |
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In this video we dig deep into the hyperbolic graph convolutional networks paper introducing a class of GCNs operating in the hyperbolic space.
Hyperbolic GCNs ... | What's cracking guys? In this video I'll be covering hyperbolic graph convolutional neural networks by the authors from the Yura Leskovitz group at Stanford and we're going to see that hyperbolic keyword here in the title is what makes this paper particularly scary and math heavy and I'm gonna also argue that it's not... | [{"start": 0.0, "end": 4.2, "text": " What's cracking guys? In this video I'll be covering hyperbolic graph"}, {"start": 4.2, "end": 9.200000000000001, "text": " convolutional neural networks by the authors from the Yura Leskovitz group at"}, {"start": 9.200000000000001, "end": 15.0, "text": " Stanford and we're going ... |
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In this video I cover the "Understanding over-squashing and bottlenecks on graphs via curvature" paper that introduces a new graph rewiring method that alleviates... | What's up guys in this video I'm covering understanding over squashing and bottlenecks on graphs via curvature paper by Jake topping Francesco DiGiovanni Benjamin Tamboulin Xiao Wen Dong and Michael Bronstein So before we even start I guess it will only make sense for me to explain to you what over squashing Over squa... | [{"start": 0.0, "end": 6.66, "text": " What's up guys in this video I'm covering understanding over squashing and bottlenecks on graphs via curvature paper"}, {"start": 7.16, "end": 9.06, "text": " by Jake topping"}, {"start": 9.06, "end": 13.74, "text": " Francesco DiGiovanni Benjamin Tamboulin Xiao Wen Dong and Micha... |
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In this video I cover 2 papers:
1) NEAT: NeuroEvolution of Augmenting Topologies - a seminal paper from 2002 that evolves not just the network weights but also ne... | What's cracking guys in this video I'll be covering two very interesting older seminal papers one of them being this one that introduces a method called new revolution of augmented topologies or Neat for short so you may know it by the by the acronym neat And if you ever watched some of those neural network learns to ... | [{"start": 0.0, "end": 6.76, "text": " What's cracking guys in this video I'll be covering two very interesting older seminal papers"}, {"start": 7.04, "end": 14.36, "text": " one of them being this one that introduces a method called new revolution of augmented topologies or"}, {"start": 15.040000000000001, "end": 18.... |
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In this video I cover "Paired Open-Ended Trailblazer (POET): Endlessly
Generating Increasingly Complex and Diverse Learning Environments and Their Solutions" pape... | What's cracking guys? In this video I'll be covering an older paper called Paired Open-Ended Trailblazer or POET for short, endlessly generating increasingly complex and diverse learning environments and their solutions by this group of people that used to work at Uber AI labs and you may recognize Kenneth Stanley as ... | [{"start": 0.0, "end": 4.48, "text": " What's cracking guys? In this video I'll be covering an older paper called"}, {"start": 4.48, "end": 10.200000000000001, "text": " Paired Open-Ended Trailblazer or POET for short, endlessly generating"}, {"start": 10.200000000000001, "end": 14.16, "text": " increasingly complex an... |
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In this video I cover "Tensor Programs V: Tuning Large Neural Networks via Zero-Shot Hyperparameter Transfer (μTransfer)" paper that makes optimal hyperparameters stable w.r.t. width scaling!
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✅ Paper: https://ar... | What's cracking guys? In this video I'm covering Tensor Programs 5 Tuning Large Neural Networks by a Zero-Shot Hyperparameter Transfer by Greg Young, Edward Hu and others from Microsoft and OpenAI. As a quick note, I've been uploading somewhat less regularly over the last month and a half. Basically, I've been moving ... | [{"start": 0.0, "end": 2.7600000000000002, "text": " What's cracking guys? In this video I'm covering"}, {"start": 2.7600000000000002, "end": 6.26, "text": " Tensor Programs 5 Tuning Large Neural Networks"}, {"start": 6.26, "end": 9.06, "text": " by a Zero-Shot Hyperparameter Transfer"}, {"start": 9.06, "end": 14.06, "... |
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In this paper I cover the "VOS: Learning What You Don't Know By Virtual Outlier Synthesis" paper - where they introduce a clever way of sampling OOD (out-of-distr... | What's up guys, in this video I'm covering this paper called VOS, Learning What You Don't Know by Virtual Outlier Synthesis, by this nice group of people here whose names I don't want to butcher with my poor pronunciation. And what the paper is all about is handling this out of distribution data in the context of imag... | [{"start": 0.0, "end": 4.16, "text": " What's up guys, in this video I'm covering this paper called VOS,"}, {"start": 4.16, "end": 7.28, "text": " Learning What You Don't Know by Virtual Outlier Synthesis,"}, {"start": 8.08, "end": 14.16, "text": " by this nice group of people here whose names I don't want to butcher w... |
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In this video I cover the recently published "A ConvNet for the 2020s" paper. They show that ConvNets are still in the game! - by adding new design ideas and trai... | What's cracking guys? In this video I'm covering this new paper called A Comnet for the 2020s. The paper itself was followed by a lot of hype on social media, especially on Twitter. So yeah, let's see what it's all about. It's a paper by Facebook AI Research. I guess it's now MetaAI and UC Berkeley folks. So let's dig... | [{"start": 0.64, "end": 1.6, "text": " What's cracking guys?"}, {"start": 1.6, "end": 3.64, "text": " In this video I'm covering this new paper"}, {"start": 3.64, "end": 6.76, "text": " called A Comnet for the 2020s."}, {"start": 6.76, "end": 9.040000000000001, "text": " The paper itself was followed by a lot of hype"}... |
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In this vi... | What's cracking you guys? In this video I'm resuming my Jax series of videos and in this one I'm gonna cover Flex. Basically a neural network library built on top of Jax and you probably are already aware of frameworks such as TensorFlow, Keras, PyTorch. So then like why is there a need for yet another deep learning f... | [{"start": 0.0, "end": 7.5, "text": " What's cracking you guys? In this video I'm resuming my Jax series of videos and in this one I'm gonna cover Flex."}, {"start": 7.5, "end": 18.8, "text": " Basically a neural network library built on top of Jax and you probably are already aware of frameworks such as TensorFlow, Ke... |
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In this video I cover "A Neural Network Solves and Generates Mathematics Problems by Program Synthesis: Calculus, Differential Equations, Linear Algebra, and Mor... | What's cracking guys? So as you can see here I finally got my camera back. I'm slowly setting up my YouTube studio here in London to its previous glory and yeah hopefully in the next couple weeks it's gonna get even better. Anyhow, so in this video I'm gonna cover this novel paper called A Neural Network Solves and Ge... | [{"start": 0.0, "end": 5.0, "text": " What's cracking guys? So as you can see here I finally got my camera back. I'm"}, {"start": 5.0, "end": 10.24, "text": " slowly setting up my YouTube studio here in London to its previous glory and yeah"}, {"start": 10.24, "end": 15.68, "text": " hopefully in the next couple weeks ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=lvv4N2nf-HU | OpenAI GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models | ❤️ Become The AI Epiphany Patreon ❤️
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In this video I cover a new paper from OpenAI - "GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models" where they combine ... | What's up guys in this video I'm covering Glide towards photorealistic image generation and editing with text guided diffusion models by the awesome OpenAI team right here and this is yet another iteration of OpenAI's efforts to improve upon these basically text conditioned image generation image synthesis models and ... | [{"start": 0.0, "end": 4.54, "text": " What's up guys in this video I'm covering Glide towards photorealistic"}, {"start": 4.54, "end": 10.32, "text": " image generation and editing with text guided diffusion models by the awesome"}, {"start": 10.32, "end": 17.48, "text": " OpenAI team right here and this is yet anothe... |
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In this video I cover the "Efficient Geometry-aware 3D Generative Adversarial Networks" paper, that introduced a novel explicit-implicit 3D scene representation n... | What's cracking guys? In this video I'm going to cover a very interesting paper and as a quick note I still don't have as you can see I don't have the video and the YouTube studio set up yet So I'm gonna have to only show you the paper for the time being hopefully I'm going to solve that very quickly But basically I'm... | [{"start": 0.0, "end": 6.74, "text": " What's cracking guys? In this video I'm going to cover a very interesting paper and as a quick note"}, {"start": 6.74, "end": 11.96, "text": " I still don't have as you can see I don't have the video and the YouTube studio set up yet"}, {"start": 11.96, "end": 17.96, "text": " So ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=qr3BjVNuCzw | Neural Descriptor Fields: SE(3)-Equivariant Object Representations for Manipulation Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️
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In this video I cover the "Neural Descriptor Fields: SE(3)-Equivariant Object Representations for Manipulation" paper where the authors devised a novel representa... | What's cracking guys? Finally I'm making a new video. Basically I'm still setting up in London, so I don't have my camera set up ready. And yeah, so this video is going to be a bit different compared to all of the other research paper overviews I've done so far. And in any case, I'm going to cover this paper called Ne... | [{"start": 0.0, "end": 10.5, "text": " What's cracking guys? Finally I'm making a new video. Basically I'm still setting up in London, so I don't have my camera set up ready."}, {"start": 10.5, "end": 17.0, "text": " And yeah, so this video is going to be a bit different compared to all of the other research paper over... |
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In this video, I share my story on how my journey to DeepMind looked like.
I cover some details of my background story, how my ML curriculum looked like, how to ... | Hey, what's up you guys? In this video I thought sharing my full story on how I managed to land a job at DeepMind as a research engineer, as this was one of the most requested videos by you guys, so I thought making it happen. So I guess what makes my story kind of special is the fact that I do not have a machine lear... | [{"start": 0.0, "end": 5.5200000000000005, "text": " Hey, what's up you guys? In this video I thought sharing my full story on how I managed to land"}, {"start": 5.5200000000000005, "end": 12.96, "text": " a job at DeepMind as a research engineer, as this was one of the most requested videos by you guys,"}, {"start": 1... |
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A brief update on what is going on with the channel!
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✅ New Flax notebook: https://github.com/gordicaleksa/get-started-with-JAX/blob/mai... | What's up guys, I want to make a super short channel update video. In two days I'll be moving to London because of my deep mind job and that means that my YouTube upload schedule has been affected and will continue to be affected for at least one or two more weeks. So the reason is, once I arrive to London, over the f... | [{"start": 0.0, "end": 4.0, "text": " What's up guys, I want to make a super short channel update video."}, {"start": 4.0, "end": 8.8, "text": " In two days I'll be moving to London because of my deep mind job"}, {"start": 8.8, "end": 12.3, "text": " and that means that my YouTube upload schedule has been affected"}, {... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=6_PqUPxRmjY | Coding a Neural Network from Scratch in Pure JAX | Machine Learning with JAX | Tutorial #3 | ❤️ Become The AI Epiphany Patreon ❤️
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Watch me code a Neural Network from Scratch! 🥳 In this 3rd video of the JAX tutorials series.
In this video, I create an MLP (multi-layer perceptron) and train ... | What's cracking guys? This is the third video in the Machine Learning with Jack's series and in this one We're going to build a neural network from scratch I'm going to be using a multilayer perceptron and I'm gonna train a classification model on top of the MNIST dataset By the way, I'm going to be using MNIST just f... | [{"start": 0.0, "end": 5.22, "text": " What's cracking guys? This is the third video in the Machine Learning with Jack's series and in this one"}, {"start": 5.22, "end": 7.7, "text": " We're going to build a neural network from scratch"}, {"start": 8.14, "end": 14.68, "text": " I'm going to be using a multilayer percep... |
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This is the second video in the JAX series of tutorials.
JAX is a powerful and increasingly more popular ML library built by the Google Research team. The 2 most... | What's cracking guys? This is the second video in the machine learning with Jack's series of tutorials and in this one We're going to learn how to build a fully fledged neural networks So in the last video we went from zero to hero and in this one we're going to go from hero to hero Pro Plus Yeah, anyways before we ev... | [{"start": 0.0, "end": 6.98, "text": " What's cracking guys? This is the second video in the machine learning with Jack's series of tutorials and in this one"}, {"start": 6.98, "end": 10.620000000000001, "text": " We're going to learn how to build a fully fledged neural networks"}, {"start": 10.620000000000001, "end": ... |
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With this video I'm kicking off a series of tutorials on JAX!
JAX is a powerful and increasingly more popular ML library built by the Google Research team. The ... | What's cracking guys with this video? I'm kicking off a series of video tutorials about Jax. So what is Jax exactly? Let's see the official box here Basically Jax is a autograd and XLA which stands for accelerated linear algebra compiler which is basically a compiler developed by Google that co-evolved with the develo... | [{"start": 0.0, "end": 7.96, "text": " What's cracking guys with this video? I'm kicking off a series of video tutorials about Jax. So what is Jax exactly?"}, {"start": 7.96, "end": 9.96, "text": " Let's see the official box here"}, {"start": 10.8, "end": 14.32, "text": " Basically Jax is a autograd and XLA which stand... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=iJ0IVZgGjTM | T0: Multitask Prompted Training Enables Zero-Shot Task Generalization | Paper Explained | ❤️ Become The AI Epiphany
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In this video I cover the "Multitask Prompted Training Enables Zero-Shot ... | What's cracking guys? In this video I'm covering multitask prompted training enables zero-shot task generalization by this huge group of people here and all of them came from this thing called Big Science Workshop. Let me show you here. So a one-year long research workshop on large multilingual models and datasets. So... | [{"start": 0.0, "end": 5.2, "text": " What's cracking guys? In this video I'm covering multitask prompted training enables zero-shot"}, {"start": 5.2, "end": 12.0, "text": " task generalization by this huge group of people here and all of them came from this thing called"}, {"start": 12.0, "end": 17.12, "text": " Big S... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=Gl0s0GDqN3c | ResNet Strikes Back! | Patches Are All You Need? | Papers Explained | ❤️ Become The AI Epiphany
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In this video I cover 2 recent papers:
* ResNet strikes back: An improved... | What's cracking guys? In this video I'm covering two papers. The first one is ResNet Strikes Back and the second one is Patches Are All You Need. And basically the reason I'm doing that is because this paper is super simple and a very neat idea. It's a four pager, it's a very short paper and the second reason is becau... | [{"start": 0.0, "end": 3.68, "text": " What's cracking guys? In this video I'm covering two papers. The first one is"}, {"start": 3.68, "end": 8.24, "text": " ResNet Strikes Back and the second one is Patches Are All You Need."}, {"start": 8.24, "end": 12.24, "text": " And basically the reason I'm doing that is because... |
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In this video I cover Microsoft's "Fake it till you make it: face analysi... | What's cracking guys in this video I'm covering this new paper called fake it till you make it face analysis in the wild using synthetic data alone by these awesome people from Microsoft and I actually had the privilege of working with them while I was back at Microsoft so as a quick disclaimer I actually did contribu... | [{"start": 0.0, "end": 6.04, "text": " What's cracking guys in this video I'm covering this new paper called fake it till you make it face analysis in the wild using"}, {"start": 6.16, "end": 13.9, "text": " synthetic data alone by these awesome people from Microsoft and I actually had the privilege of working with the... |
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In this video we're celebrating 10k subscribers!
I give you some updates ... | What's cracking guys? In this video we're celebrating because the channel just hit 10k subscribers and in this video I just thought of giving you a short update telling you where this channel is at, where this channel is heading to as well as I'm gonna do like a short AMA where I'm gonna answer some of the questions y... | [{"start": 0.0, "end": 5.8, "text": " What's cracking guys? In this video we're celebrating because the channel just hit 10k subscribers"}, {"start": 5.8, "end": 11.6, "text": " and in this video I just thought of giving you a short update telling you where this channel is at, where this channel is heading to"}, {"star... |
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In this video I cover Google Brain's "The Sensory Neuron as a Transformer:... | What's cracking guys? In this video I'm covering this new paper called the sensory neuron as a transformer permutation invariant neural networks for reinforcement learning by Jujing Tang and David Ha from Google Brain. So the idea is to create an agent that will be able or a framework that will be able to solve a prob... | [{"start": 0.0, "end": 3.2800000000000002, "text": " What's cracking guys? In this video I'm covering this new paper called"}, {"start": 3.2800000000000002, "end": 8.32, "text": " the sensory neuron as a transformer permutation invariant neural networks for reinforcement"}, {"start": 8.32, "end": 15.36, "text": " learn... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=WJWBq4NZfvY | DeepMind Perceiver and Perceiver IO | Paper Explained | 👨👩👧👦 JOIN OUR DISCORD COMMUNITY:
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In this video I cover:
* Perceiver (Perceiver: General Perception with Ite... | What's cracking guys in this video I'm covering Perceiver, general perception with iterative attention and at the end of the video I'm gonna contrast it with the new newly published Perceiver IO paper. It's a work by DeepMind team Andrew Jegel, Felikski Manow, Andrew Bruch, Andrew Tissaman, Oriol Vinales and Joao Cahe... | [{"start": 0.0, "end": 4.08, "text": " What's cracking guys in this video I'm covering Perceiver, general perception with iterative"}, {"start": 4.08, "end": 9.44, "text": " attention and at the end of the video I'm gonna contrast it with the new newly published Perceiver"}, {"start": 9.44, "end": 15.6, "text": " IO pa... |
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In this video I cover the "ETA Prediction with Graph Neural Networks in Go... | What's cracking guys in this video I'm covering this super exciting paper called ETA prediction with graph neural networks in Google Maps. So it's yet another application of graph neural networks in a like a real world setting. So previously on this channel I've covered PINSAGE. So that's another application of GraphM... | [{"start": 0.0, "end": 7.2, "text": " What's cracking guys in this video I'm covering this super exciting paper called ETA prediction with graph neural networks in Google Maps."}, {"start": 7.6000000000000005, "end": 13.6, "text": " So it's yet another application of graph neural networks in a like a real world setting... |
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In this video I kick off a series of videos where I'll be walking you thro... | What's cracking guys in this video I'm continuing with the coding video series and I'm not going to cover a research paper like code in this one I'm gonna cover open source ML tools and libraries and hopefully this will help you improve your own projects by including these awesome open source libraries and tools so in... | [{"start": 0.0, "end": 4.68, "text": " What's cracking guys in this video I'm continuing with the coding video series"}, {"start": 4.68, "end": 9.5, "text": " and I'm not going to cover a research paper like code in this one I'm gonna"}, {"start": 9.5, "end": 14.76, "text": " cover open source ML tools and libraries an... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=gKT-MVoPjzM | ALiBi | Train Short, Test Long: Attention With Linear Biases Enables Input Length Extrapolation | 👨👩👧👦 JOIN OUR DISCORD COMMUNITY:
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In this video I cover ALiBi model from the "Train Short, Test Long: Attent... | What's up guys, in this video I'm covering yet another transformer paper, train short, test long, attention with linear biases, enables input length extrapolation by Ophir Press, Noah Smith, Mike Lewis from Paul Olin School of Computer Science, FAIR and Allen Institute FAIR for AI. So I mentioned yet another transform... | [{"start": 0.0, "end": 5.5200000000000005, "text": " What's up guys, in this video I'm covering yet another transformer paper, train short, test long,"}, {"start": 5.5200000000000005, "end": 11.28, "text": " attention with linear biases, enables input length extrapolation by Ophir Press, Noah Smith,"}, {"start": 11.28,... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=hNf6RNHKnE4 | Facebook AI's DINO | PyTorch Code Explained | 👨👩👧👦 JOIN OUR DISCORD COMMUNITY:
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With this video, I kick off a brand new series of coding videos in PyTorch... | What's cracking guys in this video we're gonna do something very different So I'm gonna walk you through the code of the dyno model which I've previously covered in one of my videos From Facebook AI research so we're gonna step through the code and understand how exactly the training works line by line in PyTorch So i... | [{"start": 0.0, "end": 3.6, "text": " What's cracking guys in this video we're gonna do something very different"}, {"start": 3.6, "end": 9.120000000000001, "text": " So I'm gonna walk you through the code of the dyno model which I've previously covered in one of my videos"}, {"start": 9.46, "end": 17.46, "text": " Fro... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=Ich5TIvdYRE | Fastformer: Additive Attention Can Be All You Need | Paper Explained | 👨👩👧👦 JOIN OUR DISCORD COMMUNITY:
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In this video I covered "Fastformer: Additive Attention Can Be All You Nee... | What's cracking guys? In this video I'm covering fastformer, additive attention can be all you need. So yet another all you need paper and yet another attempt to create a transformer that's more efficient, that's hopefully linear, like complexity with respect to the input sequence token length. So the reason I'm cover... | [{"start": 0.0, "end": 5.9, "text": " What's cracking guys? In this video I'm covering fastformer, additive attention can be all you need."}, {"start": 5.9, "end": 14.0, "text": " So yet another all you need paper and yet another attempt to create a transformer that's more efficient,"}, {"start": 14.0, "end": 20.0, "te... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=rk9bhIRInC0 | Do Vision Transformers See Like Convolutional Neural Networks? | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
In this video I cover the "Do Vision Transformers See Like Convolutional Neural Networks?" paper. They dissect ViTs and ResNets and show the differences in the features learned as well as what contributes to those differences (like the amount... | What's cracking guys in this video I'm covering do vision transformers see like CNN's by the Google brain team and Before I dig into that I want to remind you that I just created a brand new discord community Feel free to join it. So there are many things that this discord community will bring so whether you're lookin... | [{"start": 0.0, "end": 4.5600000000000005, "text": " What's cracking guys in this video I'm covering do vision transformers see like CNN's"}, {"start": 5.36, "end": 7.68, "text": " by the Google brain team and"}, {"start": 8.24, "end": 13.1, "text": " Before I dig into that I want to remind you that I just created a br... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=oPfu_Ec5u60 | DeepMind DetCon: Efficient Visual Pretraining with Contrastive Detection | Paper Explained | 📢 SUBSCRIBE TO MY MONTHLY AI NEWSLETTER:
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In this video, I cover DetCon: Efficient Visual Pretraining with Contrasti... | What's up guys, I just came back from vacation and in this video I'm covering efficient visual pre-training with contrastive detection or DATCON for short by the DeepMind team, but before I even dig into the paper I want to announce a couple of news I have for you So the first news is I just created a brand new Discor... | [{"start": 0.0, "end": 6.6000000000000005, "text": " What's up guys, I just came back from vacation and in this video I'm covering efficient visual pre-training with contrastive detection or"}, {"start": 7.38, "end": 12.16, "text": " DATCON for short by the DeepMind team, but before I even dig into the paper"}, {"start... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=BFivrO_PXt4 | DINO: Emerging Properties in Self-Supervised Vision Transformers | Paper Explained! | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
In this video I cover DINO (self DIstillation with NO labels) introduced in the "Emerging Properties in Self-Supervised Vision Transformers" paper by Facebook AI.
The idea is to see whether using supervised learning was preventing transforme... | What's cracking guys? In this video I'm covering emerging properties in self-supervised vision transformers paper introducing Dino model from Facebook AI research, INRIA and Sorbonne University. The main motivation behind the paper was investigating why haven't transformers brought such an like a competitive advantage... | [{"start": 0.0, "end": 4.24, "text": " What's cracking guys? In this video I'm covering emerging properties in self-supervised vision"}, {"start": 4.24, "end": 12.16, "text": " transformers paper introducing Dino model from Facebook AI research, INRIA and Sorbonne University."}, {"start": 12.16, "end": 19.28, "text": "... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=BNx-wno-0-g | DETR: End-to-End Object Detection with Transformers | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
In this video I cover DETR, an end-to-end object detection pipeline with transformers.
The main 2 ideas are:
* Using transformers instead of specialized vision architectures
* Using Hungarian matching and loss to train the system e2e
▬▬▬▬▬▬... | What's cracking guys? In this video I'm covering end-to-end object detection with transformers or DETER for short by Nicolas Carrion, Francisco Massa and others from Facebook AI Research. So obviously it's about object detection and they are using transformers. So they mentioned here that the main ingredients of the n... | [{"start": 0.0, "end": 4.08, "text": " What's cracking guys? In this video I'm covering end-to-end object detection with"}, {"start": 4.08, "end": 11.6, "text": " transformers or DETER for short by Nicolas Carrion, Francisco Massa and others from Facebook AI"}, {"start": 11.6, "end": 18.0, "text": " Research. So obviou... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=qpxTgclVlcc | Channel Update: vacation, leaving Microsoft, approaching 10k subs and more! | Short channel update. Love you guys! Let's make AI great again!
⌚️ Timetable:
00:00 Taking a break!
00:27 Suggest the topic for the special video!
00:53 Leaving Microsoft, applying for DeepMind, personal failures
02:41 Consider becoming a Patreon!
02:57 Connect with me: Twitter, LinkedIn, Medium, GitHub
▬▬▬▬▬▬▬▬▬▬▬... | What's cracking guys I'll keep this one short is just a channel update. I want to tell you that I'll be taking a vacation So I'm just gonna take some time to kind of relax I've been working a lot over the last year and a half I guess all of us have been kind of burned out because of the pandemic and everything So on t... | [{"start": 0.0, "end": 5.8, "text": " What's cracking guys I'll keep this one short is just a channel update. I want to tell you that I'll be taking a vacation"}, {"start": 5.8, "end": 8.48, "text": " So I'm just gonna take some time to kind of relax"}, {"start": 8.48, "end": 11.02, "text": " I've been working a lot ov... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=jMqLTPcA9CQ | DALL-E: Zero-Shot Text-to-Image Generation | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
In this video I cover DALL-E or "Zero-Shot Text-to-Image Generation" paper by OpenAI team.
They train a VQ-VAE to learn compressed image representations and then they train an autoregressive transformer on top of that discrete latent space a... | What's up? In this video I'm covering zero shot text to image generation from the OpenAI team or Dali for short. And this work came out a couple of months ago, but I didn't see anybody covering the paper, so I thought walking you through and explaining in detail how this thing works. And let me just briefly explain wh... | [{"start": 0.0, "end": 9.0, "text": " What's up? In this video I'm covering zero shot text to image generation from the OpenAI team or Dali for short."}, {"start": 9.0, "end": 15.0, "text": " And this work came out a couple of months ago, but I didn't see anybody covering the paper,"}, {"start": 15.0, "end": 20.0, "tex... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=B-1K4glzJ2Q | RMA: Rapid Motor Adaptation for Legged Robots | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
In this video I cover the "Rapid Motor Adaptation for Legged Robots" paper where they introduce this novel technique which allows legged robots to adapt, in real-time, to novel never before seen environments!
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✅ Pape... | AI now enables robots to adapt rapidly to changing real-world conditions. So this research just came out yesterday. It's from Facebook, CMU, and Berkeley AI research, and introduced this thing called rapid motor adaptation, which is an awesome new technique. Let's call it that way. It leverages reinforcement learning ... | [{"start": 0.0, "end": 5.12, "text": " AI now enables robots to adapt rapidly to changing real-world conditions."}, {"start": 5.12, "end": 12.88, "text": " So this research just came out yesterday. It's from Facebook, CMU, and Berkeley AI research,"}, {"start": 12.88, "end": 19.12, "text": " and introduced this thing c... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=3SLQVh9ABDM | AudioCLIP: Extending CLIP to Image, Text and Audio | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
In this video I cover AudioCLIP - OpenAI's CLIP (contrastive language-image pre-training) model extended to support the audio modality and novel query directions.
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✅ Paper: https://arxiv.org/abs/2106.13043
✅ Jina AI:... | What's cracking guys? In this video I'm covering audio clip, extending clip to image, text and audio by Andrei Guzov, Federico Rau, Yun Hees and Andreas Dengel from DFKI and Technical University of Kaiserlautern. So what they do, the main idea they do in this paper is they extend clip by adding a novel modality and th... | [{"start": 0.0, "end": 5.92, "text": " What's cracking guys? In this video I'm covering audio clip, extending clip to image, text and audio"}, {"start": 5.92, "end": 14.56, "text": " by Andrei Guzov, Federico Rau, Yun Hees and Andreas Dengel from DFKI and Technical University of"}, {"start": 14.56, "end": 21.12, "text"... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=YH319yyeoVw | Focal Transformer: Focal Self-attention for Local-Global Interactions in Vision Transformers | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
In this video I cover a new paper coming from Microsoft: "Focal Self-attention for Local-Global Interactions in Vision Transformers" where they introduce a new transformer layer called focal attention.
The main idea is to reduce the complexi... | What's up? In this video I'm covering focal self-attention for local global interactions in vision transformers by the Microsoft Research and Microsoft Cloud and AI teams. So they basically introduced this novel layer called focal self-attention and introduced this novel model called focal transformer. And let's see w... | [{"start": 0.0, "end": 10.0, "text": " What's up? In this video I'm covering focal self-attention for local global interactions in vision transformers by the Microsoft Research and Microsoft Cloud and AI teams."}, {"start": 10.0, "end": 17.0, "text": " So they basically introduced this novel layer called focal self-att... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=FYA_jwPpXi0 | Multimodal Few-Shot Learning with Frozen Language Models | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
In this video I cover "Multimodal Few-Shot Learning with Frozen Language Models" from DeepMind. They introduce Frozen - which is able to handle both visual and textual inputs and shows good generalization capabilities to novel visual question... | What's up? In this video I'm covering this novel paper called Multimodal Few Shot Learning with Frozen Language Models by Maria Zimpucalli, Jacob Manik, Serkan Kabi, Ali Aslami, Oriol Vinyals and Felix Hill of DeepMind. So what this paper shows in a nutshell is that they have this model called Frozen where basically t... | [{"start": 0.0, "end": 2.88, "text": " What's up? In this video I'm covering this novel paper called"}, {"start": 2.88, "end": 6.32, "text": " Multimodal Few Shot Learning with Frozen Language Models"}, {"start": 6.32, "end": 13.92, "text": " by Maria Zimpucalli, Jacob Manik, Serkan Kabi, Ali Aslami, Oriol Vinyals and ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=j2PXES-liuc | VQ-GAN: Taming Transformers for High-Resolution Image Synthesis | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
In this video I cover VQ-GAN or Taming Transformers for High-Resolution Image Synthesis.
It uses modified VQ-VAEs and a powerful transformer (GPT-2) to synthesize high-res images.
An important modification of VQ-VAE they brought are:
1) cha... | What's up in this video I'm covering VQGAN or taming transformers for high resolution image synthesis paper by Patrick Esser, Robin Rhombach and Bjorn Omer from Heidelberg University. So as you can see it's all about image synthesis and what's exciting about this paper is they are the first to use transformers and ach... | [{"start": 0.0, "end": 7.58, "text": " What's up in this video I'm covering VQGAN or taming transformers for high resolution image synthesis paper by Patrick Esser,"}, {"start": 7.86, "end": 11.78, "text": " Robin Rhombach and Bjorn Omer from Heidelberg University."}, {"start": 11.9, "end": 18.34, "text": " So as you c... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=VZFVUrYcig0 | VQ-VAEs: Neural Discrete Representation Learning | Paper + PyTorch Code Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
In this video I cover VQ-VAEs papers:
1) Neural Discrete Representation Learning
2) Generating Diverse High-Fidelity Images with VQ-VAE-2 (the only difference is the existence of a hierarchical structure of latents and priors)
Many novel int... | What's up? In this video I'm covering this older paper called Neural Discrete Representation Learning by Aaron van den Oord, Oriol Vinales and Corey... Yes. From DeepMind. Anyways, they introduced this model called VQVAE and the reason I'm covering it is because it's a seminal paper and many of the novel research comi... | [{"start": 0.0, "end": 8.52, "text": " What's up? In this video I'm covering this older paper called Neural Discrete Representation Learning by Aaron van den Oord, Oriol Vinales and Corey..."}, {"start": 10.32, "end": 10.96, "text": " Yes."}, {"start": 11.36, "end": 12.88, "text": " From DeepMind."}, {"start": 13.04000... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=VNg0NyCGl_4 | GANs N' Roses: Stable, Controllable, Diverse Image to Image Translation | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video I cover the "GANs N' Roses: Stable, Controllable, Diverse Image to Image Translation" paper.
They managed to increase the diversity and stability of anime avatar generation and as a side benefit - they... | What's up? In this video I'm covering Gans and Roses stable, controllable, diverse image-to-image translation Works for videos too. I love the title. I mean, I think it's totally appropriate given that they are generating anime images So yeah, just roll with it by Minjin Chung and David Forsyth from the University of ... | [{"start": 0.0, "end": 6.68, "text": " What's up? In this video I'm covering Gans and Roses stable, controllable, diverse image-to-image translation"}, {"start": 7.140000000000001, "end": 14.48, "text": " Works for videos too. I love the title. I mean, I think it's totally appropriate given that they are generating ani... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=xQ5ltOOxoFg | Graphormer - Do Transformers Really Perform Bad for Graph Representation? | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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Paper: Do Transformers Really Perform Bad for Graph Representation?
In this video, I cover Graphormer a new transformer model that achieved SOTA results on the OGB large-scale challenge benchmark.
It achieved that b... | What's up? In this video I'm covering this new paper called Do Transformers Really Perform Bad for Graph Representation? Introducing the Graformer model by Zhengxuan Jing, Jiang Lekai, Zhengjie Luo and others from... they did this as an internship at Microsoft Research Asia basically. So what is cool about this paper ... | [{"start": 0.0, "end": 3.2, "text": " What's up? In this video I'm covering this new paper called"}, {"start": 3.2, "end": 6.6000000000000005, "text": " Do Transformers Really Perform Bad for Graph Representation?"}, {"start": 6.6000000000000005, "end": 13.8, "text": " Introducing the Graformer model by Zhengxuan Jing,... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=OC0oe1EzQxo | Text Style Brush - Transfer of text aesthetics from a single example | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video I explain the "Text Style Brush - Transfer of text aesthetics from a single example" paper from Facebook AI research.
They achieve a high-quality, single-shot, text style transfer across multiple domain... | What's up? In this video I'm covering this new paper called Textile Brush Transfer of Text Aesthetics from a Single Example by Pravin Krishnan, Ramakavuri, Guampeng, Boris Vasilev and Tal Hessner from Facebook AI Research. Basically they got some really nice results of rendering text in a specified style, in a one-sho... | [{"start": 0.0, "end": 5.0, "text": " What's up? In this video I'm covering this new paper called Textile Brush Transfer of"}, {"start": 5.0, "end": 11.120000000000001, "text": " Text Aesthetics from a Single Example by Pravin Krishnan, Ramakavuri, Guampeng, Boris"}, {"start": 11.120000000000001, "end": 17.94, "text": ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=Z3XtWuuTHz4 | Chip Placement with Deep Reinforcement Learning | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video I do a deep dive of the "Chip Placement with Deep Reinforcement Learning" paper. They devised a novel RL approach for an efficient and highly performant chip placement routine.
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ... | What's up? In this video I'm covering this paper called chip placement with deep reinforcement learning. Basically, yesterday I saw this tweet from Anna Goldie where they've just published the nature version of this work and I thought covering it because it's a really interesting piece of work. It combines both like t... | [{"start": 0.0, "end": 4.0, "text": " What's up? In this video I'm covering this paper called chip placement with deep reinforcement learning."}, {"start": 4.88, "end": 11.120000000000001, "text": " Basically, yesterday I saw this tweet from Anna Goldie where they've just published the nature version of this work"}, {"... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=6ekOVosCQN8 | Non-Parametric Transformers | Paper explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video I do a deep dive of the "Self-Attention Between Datapoints: Going Beyond Individual Input-Output Pairs in Deep Learning" paper.
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✅ Non-Parametric Transformers paper: https://arx... | What's up? In this video I'm covering this new exciting paper called Self-Attention Between Data Points Going Beyond Individual Input-Output Pairs in Deep Learning, which introduces this model called non-parametric transformers. And now, non-parametric doesn't mean it doesn't have parameters, it's quite the opposite. ... | [{"start": 0.0, "end": 3.7600000000000002, "text": " What's up? In this video I'm covering this new exciting paper called"}, {"start": 3.7600000000000002, "end": 8.72, "text": " Self-Attention Between Data Points Going Beyond Individual Input-Output Pairs in Deep Learning,"}, {"start": 9.44, "end": 14.96, "text": " whi... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=oDtcobGQ7xU | When Vision Transformers Outperform ResNets without Pretraining | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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When Vision Transformers Outperform ResNets without Pretraining or Strong Data Augmentation paper explained.
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✅ Paper: https://arxiv.org/abs/2106.01548
✅ LinkedIn post: https://www.linkedin.c... | What's up? In this video I'm covering this new paper called When Vision Transformers Outperform Resonance Without Pre-Training or Strong Data Augmentations by the Google research team Chen, Xie and Gong. And the main idea of this paper, the main innovation was actually something that was developed I think half a year ... | [{"start": 0.0, "end": 3.56, "text": " What's up? In this video I'm covering this new paper called When Vision"}, {"start": 3.56, "end": 7.32, "text": " Transformers Outperform Resonance Without Pre-Training or Strong Data"}, {"start": 7.32, "end": 14.84, "text": " Augmentations by the Google research team Chen, Xie an... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=847zrERIr-k | DeepMind's Android RL Environment - AndroidEnv | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video I give you some background details behind the newly introduced AndroidEnv and I show you what you need to modify in order to use it for an arbitrary Android app.
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✅ blog: https... | Introducing Android M, an open-ended platform for training agents on Android apps and games. With a universal touchscreen interface, access to the entire operating system, and a number of ready-to-use tasks, Android M is a promising domain for RL research. So I just stumbled across this tweet a couple of days ago, and... | [{"start": 0.0, "end": 5.5200000000000005, "text": " Introducing Android M, an open-ended platform for training agents on Android apps and games."}, {"start": 5.5200000000000005, "end": 9.44, "text": " With a universal touchscreen interface, access to the entire operating system,"}, {"start": 9.44, "end": 14.96, "text"... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=AoKf3SvvTIU | MLP-Mixer: An all-MLP Architecture for Vision | Paper explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video I explain the MLP-Mixer: An all-MLP Architecture for Vision paper, aka MLP is all you need.
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✅ paper: https://arxiv.org/pdf/2105.01601.pdf
✅ Sutton's blog: http://www.incomplete... | What's up? In this video I'm covering the MLP Mixer and all MLP architecture for vision. A newly published paper by the Google Brain team and I'd give it an alternative title which is MLP is all you need because as you'll see in the scene we went to full circle and we used to use MLPs, the multi-layer perceptrons to s... | [{"start": 0.0, "end": 5.68, "text": " What's up? In this video I'm covering the MLP Mixer and all MLP architecture for vision."}, {"start": 6.640000000000001, "end": 14.08, "text": " A newly published paper by the Google Brain team and I'd give it an alternative title which is"}, {"start": 14.08, "end": 20.88, "text":... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=DrOp_MQGn9o | Implementing DeepMind's DQN from scratch! | Project Update | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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I walk you through my project (it's still not working - RL of course it's not working!) and explain to you my workflow, how I think, organize my project, todos, etc.
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✅ My GitHub: https://git... | What's up? In this video I'm going to give you an update of my project. So for those of you who don't know, I've been developing the DeepQ network project from DeepMind from scratch. And I thought of showing you how the code looks like before I actually open source it, when it's in a completely polished form. So it's ... | [{"start": 0.0, "end": 4.72, "text": " What's up? In this video I'm going to give you an update of my project. So for those of you who"}, {"start": 4.72, "end": 10.64, "text": " don't know, I've been developing the DeepQ network project from DeepMind from scratch."}, {"start": 10.64, "end": 15.120000000000001, "text": ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=CTsSrOKSPNo | EfficientNetV2 - Smaller Models and Faster Training | Paper explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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The newest version of EfficientNet v2 achieved better results on ImageNet top-1 accuracy than recently published NFNets, Vision Transformers, etc.
You'll learn about:
✔️ What is a progressive training
✔️ Fused-MBConv... | What's up in this video I'm covering the newest version of efficient net paper just came out a couple of days ago The title is efficient net we to smaller models and faster training by Minxion Tan and quality Hopefully I pronounced their names correctly from Google brain and you can see the results. They got are prett... | [{"start": 0.0, "end": 5.84, "text": " What's up in this video I'm covering the newest version of efficient net paper just came out a couple of days ago"}, {"start": 5.84, "end": 12.14, "text": " The title is efficient net we to smaller models and faster training by Minxion Tan and quality"}, {"start": 12.4, "end": 19.... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=mH7f7N7s79s | MuZero - Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model | RL Paper explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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MuZero - the latest agent in the lineage of AlphaGo agents. Zero human knowledge, zero rules, and cracks not only Go, Chess and Shogi but additionally it achieves SOTA on the Atari benchmark.
You'll learn about:
✔️ H... | Finally, I'm going to cover Mu0, the latest agent in the lineage of AlphaGo agents, in this paper called Mastering Atari, Go, Chess, and Shogi, by planning with a learn model, and again, that's the DeepMind crew that's been working on this since 2014 or something, and basically, it'd be really helpful if you already w... | [{"start": 0.0, "end": 5.82, "text": " Finally, I'm going to cover Mu0, the latest agent in the lineage of AlphaGo agents, in this paper called"}, {"start": 5.82, "end": 14.46, "text": " Mastering Atari, Go, Chess, and Shogi, by planning with a learn model, and again, that's the DeepMind crew"}, {"start": 14.46, "end":... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=eTa-k1pgvnU | OpenAI - Solving Rubik's Cube with a Robot Hand | RL paper explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I cover OpenAI's famous robotic hand that learned to solve the Rubik's cube by training purely in a simulation.
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✅ Paper: https://arxiv.org/abs/1910.07113
✅ Blog: https://opena... | What's up? In this video I'm gonna cover this paper called solving Rubik's Cube with a robot hand by the pretty much complete OpenAI team as you can see here and the goal here is to solve the Rubik's Cube using a robotic hand obviously and but the thing I want you to understand is that the point is not to actually fig... | [{"start": 0.0, "end": 5.5, "text": " What's up? In this video I'm gonna cover this paper called solving Rubik's Cube"}, {"start": 5.5, "end": 11.28, "text": " with a robot hand by the pretty much complete OpenAI team as you can see"}, {"start": 11.28, "end": 17.14, "text": " here and the goal here is to solve the Rubi... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=0slFo1rV0EM | DeepMind's AlphaGo Zero and AlphaZero | RL paper explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video I cover AlphaGo Zero (and AlphaZero), an agent that learned, through pure self-play and zero human knowledge, to beat all of the best human players and algorithms in Go, Chess, and Shogi.
You'll learn a... | What's up in this video? I'm going to cover the AlphaGo Zero paper or mastering the game of go without human knowledge And I also cover the AlphaZero paper I'll actually tell you some of the modifications that are needed to get this thing to AlphaZero level and Just a hint. It's a really small modification and basical... | [{"start": 0.0, "end": 5.34, "text": " What's up in this video? I'm going to cover the AlphaGo Zero paper or mastering the game of go without human knowledge"}, {"start": 5.34, "end": 7.7, "text": " And I also cover the AlphaZero paper"}, {"start": 7.7, "end": 14.6, "text": " I'll actually tell you some of the modifica... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=Z1BELqFQZVM | AlphaGo - Mastering the game of Go with deep neural networks and tree search | RL Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I cover the seminal AlphaGo paper - the first system to beat a professional Go player in the game of Go.
A task previously considered beyond the reach of current AI systems and at least 10 years off i... | What's up? In this video I'm going to cover AlphaGo paper or mastering the game of Go with deep neural networks and research. And I guess all of you already know and heard a lot about it. They even made a movie about AlphaGo. Everything we've ever tried in AI just falls over when you try the game of Go. The number of ... | [{"start": 0.0, "end": 8.0, "text": " What's up? In this video I'm going to cover AlphaGo paper or mastering the game of Go with deep neural networks and research."}, {"start": 8.0, "end": 13.0, "text": " And I guess all of you already know and heard a lot about it. They even made a movie about AlphaGo."}, {"start": 13... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=H1NRNGiS8YU | DQN - Playing Atari with Deep Reinforcement Learning | RL Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I cover the paper that started the hype for deep RL - Playing Atari with deep RL, which introduced the DQN or deep Q-network.
You'll learn about:
✔️ All of the nitty-gritty details behind the paper
▬▬... | What's up folks? In this video I'm going to cover the paper that caused the ImageNet moment for the reinforcement learning field, the DQN paper, also known as the Playing Atari with Deep Reinforcement Learning paper by Volodymyr Mni and his collaborator at DeepMind. And I hopefully pronounce his name right. So let's d... | [{"start": 0.88, "end": 1.72, "text": " What's up folks?"}, {"start": 1.72, "end": 3.7800000000000002, "text": " In this video I'm going to cover the paper"}, {"start": 3.7800000000000002, "end": 5.44, "text": " that caused the ImageNet moment"}, {"start": 5.44, "end": 7.32, "text": " for the reinforcement learning fie... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=UGvbALEszws | How to get started with Graph ML? (Blog walkthrough) | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I walk you through my blog on getting started with Graph ML.
I talk about research, learning, cool Graph ML apps, resources to get you started, my GAT project, and beyond! (till infinity)
You'll learn ... | What's up folks? So in this video I'm going to tell you more about how to get started with GraphML. So I'm wrapping up my exploration of Graph Machine Learning and I wrote this blog on how to get started. So I thought of just creating a video and maybe telling you more about my opinions and some of the stuff that I've... | [{"start": 0.0, "end": 4.16, "text": " What's up folks? So in this video I'm going to tell you more about how to get"}, {"start": 4.16, "end": 8.8, "text": " started with GraphML. So I'm wrapping up my exploration of Graph Machine"}, {"start": 8.8, "end": 12.44, "text": " Learning and I wrote this blog on how to get st... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=364hpoRB4PQ | Graph Attention Network Project Walkthrough | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I walk you through my recently open-source GAT project. I focus on 2 potential pain points in the implementation and I also highlight some of my previous projects you could find interesting.
You'll lea... | What's up folks? So for those of you who don't know, four days ago I open sourced a brand new project. It's the implementation of the Graph Attention Network. So in this video I thought doing a quick walkthrough and just going to read me and potentially try and explain the potential pain points in the Jupyter notebook... | [{"start": 0.0, "end": 8.0, "text": " What's up folks? So for those of you who don't know, four days ago I open sourced a brand new project."}, {"start": 8.0, "end": 11.0, "text": " It's the implementation of the Graph Attention Network."}, {"start": 11.0, "end": 26.0, "text": " So in this video I thought doing a quick... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=28kGxllog28 | Graph Neural Network Project Update! (I'm coding GAT from scratch) | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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A short update on some of my previous projects as well as my current project: the Graph Attention Network (GAT).
You'll learn about:
✔️My previous deep learning projects
✔️Some of the challenges I faced implementing ... | What's up folks? So this video is going to be an update and not a classical video on my channel where I'm just covering some research paper. So basically what I've been doing is over the last seven days I think I've been coding this graph attention network or GATT for short from scratch and I actually started somewher... | [{"start": 0.0, "end": 5.32, "text": " What's up folks? So this video is going to be an update and not a classical video"}, {"start": 5.32, "end": 10.36, "text": " on my channel where I'm just covering some research paper. So basically what"}, {"start": 10.36, "end": 15.3, "text": " I've been doing is over the last sev... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=0tw66aTfWaI | Temporal Graph Networks (TGN) | GNN Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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A deep dive into the temporal graph networks paper.
You'll learn about:
✔️ What are dynamic graphs?
✔️ How to get a vectorized representation of time
✔️ All the nitty-gritty details behind the paper
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬... | I want to make shout out to Shantanu who recommended I create a video on TGN temporal graph networks and it was about time since dynamic networks is such an interesting concept, interesting research direction and many real world applications such as social media networks rely on having the modeling these dynamic graph... | [{"start": 0.0, "end": 6.8, "text": " I want to make shout out to Shantanu who recommended I create a video on TGN temporal graph networks"}, {"start": 6.8, "end": 13.52, "text": " and it was about time since dynamic networks is such an interesting concept, interesting research"}, {"start": 13.52, "end": 19.2, "text": ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=fQyHEXZB-nM | OpenAI CLIP - Connecting Text and Images | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I cover the CLIP paper - Learning Transferable Visual Models from Natural Language Supervision.
You'll learn about:
✔️ How the contrastive learning behind CLIP works
✔️ All the nitty-gritty details beh... | Hi there. So a couple of days ago OpenAI published two really exciting research works and among them Dali took pretty much all of the media attention and was all the hype but I found this work clip or learning transferable visual models from natural language supervision really exciting and I want to cover it in this v... | [{"start": 0.0, "end": 7.5600000000000005, "text": " Hi there. So a couple of days ago OpenAI published two really exciting research"}, {"start": 7.5600000000000005, "end": 14.24, "text": " works and among them Dali took pretty much all of the media attention and was"}, {"start": 14.24, "end": 20.84, "text": " all the ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=ed0NJdqwEyg | PinSage - Graph Convolutional Neural Networks for Web-Scale Recommender Systems | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I do a deep dive into the PinSage paper!
It was the first application of the GNN as a huge scale recommender system such as the one at Pinterest.
You'll learn about:
✔️All the nitty-gritty details beh... | Continuing with the graph neural network series and this video I'm covering graph convolutional neural networks for web scale recommender systems or Pinsage for short and as you can tell by the title of the video is going to be more about like this huge Engineering system that's deployed at Pinterest and then about no... | [{"start": 0.0, "end": 6.78, "text": " Continuing with the graph neural network series and this video I'm covering graph convolutional neural networks for web scale"}, {"start": 7.22, "end": 8.96, "text": " recommender systems or"}, {"start": 8.96, "end": 15.08, "text": " Pinsage for short and as you can tell by the ti... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=vinQCnizqDA | Graph SAGE - Inductive Representation Learning on Large Graphs | GNN Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I do a deep dive into the Graph SAGE paper!
The first paper that started pushing the usage of GNNs for super large graphs.
You'll learn about:
✔️All the nitty-gritty details behind Graph SAGE
▬▬▬▬▬▬▬... | Hi, in this video I'm continuing with Graph Neural Network series and I'll be covering this paper called Inductive Representation Learning on Large Graphs or also known as GraphSAGE. So basically the main proposition of GraphSAGE is that they developed a method that's inherently inductive and can work on huge graphs. ... | [{"start": 0.0, "end": 5.76, "text": " Hi, in this video I'm continuing with Graph Neural Network series and I'll be covering this paper called"}, {"start": 5.76, "end": 12.0, "text": " Inductive Representation Learning on Large Graphs or also known as GraphSAGE."}, {"start": 12.0, "end": 18.8, "text": " So basically t... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=VyIOfIglrUM | Graph Convolutional Networks (GCN) | GNN Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video I do a deep dive into the graph convolutional networks paper!
It's currently the most cited paper in the GNN literature at the time of making this video.
You'll learn about:
✔️ All the nitty-gritty det... | What's up? In this video I'm continuing with a series on graph neural networks and I'm going to cover the semi-supervised classification with graph convolutional networks or GCNs for short. That's the most cited paper in the GNN literature and it was published by Thomas Kipf and Max Welling. So basically this paper ca... | [{"start": 0.0, "end": 4.92, "text": " What's up? In this video I'm continuing with a series on graph neural networks"}, {"start": 4.92, "end": 8.28, "text": " and I'm going to cover the semi-supervised classification with graph"}, {"start": 8.28, "end": 13.48, "text": " convolutional networks or GCNs for short. That's... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=uFLeKkXWq2c | Graph Attention Networks (GAT) | GNN Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I do a deep dive into the graph attention network paper!
GATs have a lot in common with transformers a reason more to keep an eye out for them!
You'll learn about:
✔️ Basic graph theory
✔️ All the nit... | So I started doing geometric deep learning and the first paper I want to kick off this series with is graph attention networks. But before I do that let me let me give you a quick note. So as I said I started doing geometric deep learning and I've been collecting a bunch of resources. So cool blogs, useful blogs, vide... | [{"start": 0.0, "end": 5.46, "text": " So I started doing geometric deep learning and the first paper I want to"}, {"start": 5.46, "end": 10.200000000000001, "text": " kick off this series with is graph attention networks. But before I do that"}, {"start": 10.200000000000001, "end": 15.64, "text": " let me let me give ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=cbYxHkgkSVs | Attention Is All You Need (Transformer) | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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I do a detailed walkthrough of how the original transformer works. I use a simple machine translation (English to German) example to explain the inner workings.
You'll learn about:
✔️ Everything there is to know abou... | What's up? So in this video I thought walking you through a specific example of how the transformer, like one iteration of the training loop for the transformer looks like. And I already did a previous video where I covered the attention is all you need paper, so you can check that one out if you want to know, like a ... | [{"start": 0.0, "end": 5.5600000000000005, "text": " What's up? So in this video I thought walking you through a specific example of how the"}, {"start": 5.5600000000000005, "end": 11.0, "text": " transformer, like one iteration of the training loop for the transformer looks like. And I"}, {"start": 11.0, "end": 15.24,... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=HhomSGnP-x8 | Google DeepMind's AlphaFold 2 explained! (Protein folding, AlphaFold 1, a glimpse into AlphaFold 2) | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video I walk you through what the protein folding problem is, I dig deep into the AlphaFold1 paper, and finally, I take a glimpse and I predict what AlphaFold2 may look like.
This thing is huge. Hopefully, it... | It will change everything. DeepMind's AI makes a gigantic leap in solving protein structures. So, I guess all of you heard about this so far, or most of you. And basically what happened is that DeepMind released, published their results on this year's protein folding challenge. And their method alpha fold, actually th... | [{"start": 0.0, "end": 6.0, "text": " It will change everything. DeepMind's AI makes a gigantic leap in solving protein structures."}, {"start": 6.0, "end": 12.0, "text": " So, I guess all of you heard about this so far, or most of you."}, {"start": 12.0, "end": 20.0, "text": " And basically what happened is that DeepM... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=fVt387VZJe8 | GPT-3 - Language Models are Few-Shot Learners | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I cover the famous GPT-3 model.
I first give you some context about the stuff that happened since the paper was first published in May 2020 (hype, anti-hype, limitations, and cool apps), and then I div... | What's up folks? So in this video I thought covering this famous GPT-3 model titled language models are a few-shot learners Published earlier this year by OpenAI. So first I just want to give you an overview like a context of what was happening since then and Basically what we had is on one hand we had a lot of hype h... | [{"start": 0.0, "end": 8.08, "text": " What's up folks? So in this video I thought covering this famous GPT-3 model titled language models are a few-shot learners"}, {"start": 8.72, "end": 13.76, "text": " Published earlier this year by OpenAI. So first I just want to give you an overview"}, {"start": 14.12000000000000... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=j6kuz_NqkG0 | Vision Transformer (ViT) - An image is worth 16x16 words | Paper Explained | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video I do a (semi) deep dive of the "An image is worth 16x16 words:
transformers for image recognition at scale" paper which introduced the Vision Transformer.
The paper is very interesting as it showed that... | Okay, I'm super excited about this paper. It's called An Image Is Worth 16x16 Words. And the reason is, this paper got me into Transformers two months ago when it was first published, like I think October 3rd. And it was under review and it still is. But I'm going to try and do a deep dive today, so hopefully you'll f... | [{"start": 0.0, "end": 2.32, "text": " Okay, I'm super excited about this paper."}, {"start": 2.32, "end": 5.5200000000000005, "text": " It's called An Image Is Worth 16x16 Words."}, {"start": 5.5200000000000005, "end": 8.48, "text": " And the reason is, this paper got me into Transformers"}, {"start": 8.48, "end": 10.... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=px4rtkWHFvM | Developing a deep learning project (case study on transformer) | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I talk about how I work on my deep learning projects on the example of the transformer which I've recently open-sourced.
You'll learn about:
✔️ Snippets of my personal story
✔️ How I think about approa... | Finally, finally I've open sourced my implementation of the original transformer paper, Attention is All You Need, and it took me like three weeks of non-stop working on this and I'm super happy. I learned a lot and hopefully you'll find it as a valuable resource as well. So yeah, let me just walk you through this, re... | [{"start": 0.0, "end": 5.58, "text": " Finally, finally I've open sourced my implementation of the original"}, {"start": 5.58, "end": 10.86, "text": " transformer paper, Attention is All You Need, and it took me like three weeks of"}, {"start": 10.86, "end": 16.580000000000002, "text": " non-stop working on this and I'... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=n9sLZPLOxG8 | How do transformers work? (Attention is all you need) | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I give you a semi-quick tour through the "Attention is all you need" paper. The paper that introduced the first-ever transformer model!
I also show you some cool blogs along the way and my half-baked ... | What's up folks? So over the last month, I've been reading and learning about transformers. So I read a bunch of research papers, I started implementing the original transformer paper from scratch just a week ago. So I thought while it's still fresh in my memory, I should go ahead and do a small deep dive into the Att... | [{"start": 0.0, "end": 1.44, "text": " What's up folks?"}, {"start": 1.44, "end": 5.24, "text": " So over the last month, I've been reading"}, {"start": 5.24, "end": 7.08, "text": " and learning about transformers."}, {"start": 7.08, "end": 9.28, "text": " So I read a bunch of research papers,"}, {"start": 9.28, "end":... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=bvBK-coXf9I | How to learn deep learning? (Transformers Example) | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I walk you through how I approach tackling a new deep learning topic and how my learning program looks like!
You'll learn about:
✔️ My strategy for learning ANY new (deep learning) topic fast
✔️ Lots o... | What's up folks? So in this video I had this idea of sharing with you how I approach learning a new deep learning topic. So over the past seven months I've been learning about neural style transfer for maybe three, four months. That took a while because I really wanted to get a familiarity with PyTorch and yeah, basic... | [{"start": 0.0, "end": 5.28, "text": " What's up folks? So in this video I had this idea of sharing with you how I"}, {"start": 5.28, "end": 10.44, "text": " approach learning a new deep learning topic. So over the past seven months I've been"}, {"start": 10.44, "end": 15.040000000000001, "text": " learning about neura... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=rcIrIhNAe_c | Cheapest (0$) Deep Learning Hardware Options | 2021 | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I'll give you the cheapest options to get started with deep learning! I'll also mention what paid options you have at your disposal.
You'll get:
✔️ A high-level overview of the deep learning HW landsca... | Okay, so you started playing with deep learning and you figured out that neural networks take up a lot of VRAM, they are really compute intensive and you'll need some expensive hardware, specifically GPUs in order to do anything meaningful. So in this video I'm going to break it down for you and start with the cheapes... | [{"start": 0.0, "end": 6.72, "text": " Okay, so you started playing with deep learning and you figured out that neural networks take"}, {"start": 6.72, "end": 14.0, "text": " up a lot of VRAM, they are really compute intensive and you'll need some expensive hardware,"}, {"start": 14.0, "end": 19.92, "text": " specifica... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=ynx48f7LhCc | Machine Learning Projects (Intermediate level) | 2021 | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I'll recommend you some intermediate-level machine learning projects.
You'll get some:
✔️ intermediate level ML project ideas
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✅ NST (optimization): https://github.com/gordica... | What's up folks? Got myself a new microphone here, so hopefully the audio will get better. I still didn't have the time to buy the rest of the equipment, but it will come soon. Hopefully the audio will be much better in this video. So in the last video I showed you some beginner-friendly machine learning projects, whi... | [{"start": 0.0, "end": 6.0, "text": " What's up folks? Got myself a new microphone here, so hopefully the audio will get better."}, {"start": 6.0, "end": 11.0, "text": " I still didn't have the time to buy the rest of the equipment, but it will come soon."}, {"start": 11.0, "end": 14.0, "text": " Hopefully the audio wi... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=yhhSYk9zt1w | 3 Machine Learning Projects For Beginners (Highly visual) | 2021 | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I'll recommend you 3 beginner-friendly machine learning projects. It'll probably take you a week to finish each one of these.
You'll learn about:
✔️ beginner-friendly ML project ideas
Note: I mention ... | What's up in this video? I'm going to recommend you three different Highly visual machine learning projects which are going to help you better Understand machine learning and also improve your coding skills So many of you go through Coursera courses and you learn a bunch of machine learning theory but not so many of y... | [{"start": 0.0, "end": 3.42, "text": " What's up in this video? I'm going to recommend you three different"}, {"start": 4.26, "end": 7.58, "text": " Highly visual machine learning projects which are going to help you better"}, {"start": 8.18, "end": 11.42, "text": " Understand machine learning and also improve your cod... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=NuJB-RjhMH4 | PyTorch or TensorFlow? | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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Should you pick PyTorch or TensorFlow?
You'll learn:
✔️ A brief history of both frameworks
✔️ How they compare in the research community
✔️ How they compare in shipping to production
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✅ TF vs... | Five years ago if you asked me the same question which deep learning framework should they use I'll be telling you about six deep learning frameworks MX net CNTK Chainer Keras Tiano and cafe fast forward to 2020 they are pretty much all dead and The only two frameworks that matter are tensorflow and PyTorch unless if ... | [{"start": 0.0, "end": 6.98, "text": " Five years ago if you asked me the same question which deep learning framework should they use I'll be telling you about six deep learning"}, {"start": 7.08, "end": 8.1, "text": " frameworks"}, {"start": 8.1, "end": 10.0, "text": " MX net CNTK"}, {"start": 10.0, "end": 13.24, "tex... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=2n_uoGOPoVk | How to learn PyTorch? (3 easy steps) | 2021 | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I'll give you 3 easy steps you should follow to quickly get started with PyTorch - the most popular deep learning framework in the research community.
You'll learn about:
✔️ How to quickly learn PyTorc... | In this video I'm going to show you how to quickly learn PyTorch in three easy steps. PyTorch is a deep learning framework developed by Facebook AI research and deep learning frameworks abstract away from you certain implementation details like how to construct a convolutional layer or a linear layer or how to do back... | [{"start": 0.0, "end": 4.16, "text": " In this video I'm going to show you how to quickly learn PyTorch in three easy steps."}, {"start": 4.16, "end": 8.0, "text": " PyTorch is a deep learning framework developed by Facebook AI research"}, {"start": 8.0, "end": 13.44, "text": " and deep learning frameworks abstract awa... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=7q_OJvQQ7vY | How to get started with Machine Learning | 2021 | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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Bunch of you asked me how to get started in machine learning.
So I thought I should make a video about it.
List of resources:
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Learn Python
✅ video: https://www.youtube.com/watch?v=rfscVS0vtb... | In this video I'm going to give you a five step curriculum for mastering machine learning and six bonus tips. So I'm currently working as a machine learning engineer at Microsoft where I've landed thanks to this curriculum. I've never taken a single official university course on machine learning. Why? Because we don't... | [{"start": 0.0, "end": 4.4, "text": " In this video I'm going to give you a five step curriculum for mastering machine learning"}, {"start": 4.4, "end": 9.200000000000001, "text": " and six bonus tips. So I'm currently working as a machine learning engineer at Microsoft where"}, {"start": 9.200000000000001, "end": 14.4... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=lEtr9nnO5FI | Semantic Segmentation in PyTorch | Neural Style Transfer #7 | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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In this video, I cover semantic segmentation - both basic theory and we also dig into the PyTorch implementation.
You'll learn about:
✔️ What is semantic segmentation
✔️ How to implement it in PyTorch using DeepLab V... | In this video we're going to learn about semantic segmentation and I'll first cover some basic theory and then we'll jump straight into coding in PyTorch, a project I recently open-sourced. So let's dig into it. So what exactly is semantic segmentation? So it's a computer vision task where the goal is to assign a sing... | [{"start": 0.0, "end": 4.4, "text": " In this video we're going to learn about semantic segmentation and I'll first cover some basic theory"}, {"start": 4.4, "end": 8.96, "text": " and then we'll jump straight into coding in PyTorch, a project I recently open-sourced."}, {"start": 8.96, "end": 14.24, "text": " So let's... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=6rVrh5gnpwk | What is Google Deep Dream? (Basic Theory) | Deep Dream Series #1 | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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Learn the basic theory behind the Deep Dream algorithm.
You'll learn about:
✔️ What Google Deep Dream is and how it all began
✔️Impacts of shallower/deeper layers on the final result
✔️Basic concepts: gradient ascent... | I'm starting a new video series with this video about the algorithm called Deep Dream. And in this video we're going to cover the basic theory behind the algorithm. And in the next one we'll go through the code I just open sourced a couple of days ago. As you can see it here on the screen. And it will give you some re... | [{"start": 0.0, "end": 5.92, "text": " I'm starting a new video series with this video about the algorithm called Deep Dream."}, {"start": 5.92, "end": 10.72, "text": " And in this video we're going to cover the basic theory behind the algorithm."}, {"start": 10.72, "end": 14.72, "text": " And in the next one we'll go ... |
Aleksa Gordić - The AI Epiphany | https://www.youtube.com/watch?v=EuXd-aO77A0 | Feed-forward method (training) | Neural Style Transfer #6 | ❤️ Become The AI Epiphany Patreon ❤️ ► https://www.patreon.com/theaiepiphany
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The 6th video in the NST series! 🎨
You'll learn about:
✔️ how to train and monitor your NST feed-forward neural network
Note: you'll need a decent machine to train these yourself in a reasonable amount of time.
▬▬... | So in the last video we saw how to run stylization scripts and in this feedforward neural style transfer method. And in this one we're going to see how to run trainings and how to leverage tensorboard in order to track your experiments. Okay, so go ahead and open the training script. Let's jump to this function. So th... | [{"start": 0.0, "end": 6.8, "text": " So in the last video we saw how to run stylization scripts and in this feedforward neural style transfer method."}, {"start": 6.8, "end": 13.4, "text": " And in this one we're going to see how to run trainings and how to leverage tensorboard in order to track your experiments."}, {... |
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