Graph Neural Network Project Update! (I'm coding GAT from scratch)
Skills:
Neural Network Basics80%
❤️ 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 GAT
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✅ Neural Style Transfer (original): https://github.com/gordicaleksa/pytorch-neural-style-transfer
✅ Neural Style Transfer (fast): https://github.com/gordicaleksa/pytorch-neural-style-transfer-fast
✅ NST + video segmentation: https://github.com/gordicaleksa/pytorch-naive-video-neural-style-transfer
✅ DeepDream: https://github.com/gordicaleksa/pytorch-deepdream
✅ GANs: https://github.com/gordicaleksa/pytorch-gans
✅ Vaswani's transformer: https://github.com/gordicaleksa/pytorch-original-transformer
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⌚️ Timetable:
0:00 My previous deep learning projects
2:10 GAT
3:20 Profiling three/four different GAT implementations
5:10 Profiling different sparse formats (COO, LIL, CSR, ...)
6:10 t-SNE, UMAP
6:30 Patreon shoutout
6:45 Love you folks
Credits: some of the images I used belong to other creators.
I created this video for purely educational purposes without the goal of monetizing it.
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💡 The AI Epiphany is a channel dedicated to simplifying the field of AI using creative visualizations and in general, a stronger focus on geometrical and visual intuition, rather than the algebraic and numerical "intuition".
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Intro | Neural Style Transfer #1
Aleksa Gordić - The AI Epiphany
Basic Theory | Neural Style Transfer #2
Aleksa Gordić - The AI Epiphany
Optimization method | Neural Style Transfer #3
Aleksa Gordić - The AI Epiphany
Advanced Theory | Neural Style Transfer #4
Aleksa Gordić - The AI Epiphany
Anyone can make deepfakes now!
Aleksa Gordić - The AI Epiphany
What is Computer Vision? | The Art of Creating Seeing Machines
Aleksa Gordić - The AI Epiphany
Feed-forward method | Neural Style Transfer #5
Aleksa Gordić - The AI Epiphany
Alan Turing | Computing Machinery and Intelligence
Aleksa Gordić - The AI Epiphany
Feed-forward method (training) | Neural Style Transfer #6
Aleksa Gordić - The AI Epiphany
What is Google Deep Dream? (Basic Theory) | Deep Dream Series #1
Aleksa Gordić - The AI Epiphany
Semantic Segmentation in PyTorch | Neural Style Transfer #7
Aleksa Gordić - The AI Epiphany
How to get started with Machine Learning
Aleksa Gordić - The AI Epiphany
How to learn PyTorch? (3 easy steps) | 2021
Aleksa Gordić - The AI Epiphany
PyTorch or TensorFlow?
Aleksa Gordić - The AI Epiphany
3 Machine Learning Projects For Beginners (Highly visual) | 2021
Aleksa Gordić - The AI Epiphany
Machine Learning Projects (Intermediate level) | 2021
Aleksa Gordić - The AI Epiphany
Cheapest (0$) Deep Learning Hardware Options | 2021
Aleksa Gordić - The AI Epiphany
How to learn deep learning? (Transformers Example)
Aleksa Gordić - The AI Epiphany
How do transformers work? (Attention is all you need)
Aleksa Gordić - The AI Epiphany
Developing a deep learning project (case study on transformer)
Aleksa Gordić - The AI Epiphany
Vision Transformer (ViT) - An image is worth 16x16 words | Paper Explained
Aleksa Gordić - The AI Epiphany
GPT-3 - Language Models are Few-Shot Learners | Paper Explained
Aleksa Gordić - The AI Epiphany
Google DeepMind's AlphaFold 2 explained! (Protein folding, AlphaFold 1, a glimpse into AlphaFold 2)
Aleksa Gordić - The AI Epiphany
Attention Is All You Need (Transformer) | Paper Explained
Aleksa Gordić - The AI Epiphany
Graph Attention Networks (GAT) | GNN Paper Explained
Aleksa Gordić - The AI Epiphany
Graph Convolutional Networks (GCN) | GNN Paper Explained
Aleksa Gordić - The AI Epiphany
Graph SAGE - Inductive Representation Learning on Large Graphs | GNN Paper Explained
Aleksa Gordić - The AI Epiphany
PinSage - Graph Convolutional Neural Networks for Web-Scale Recommender Systems | Paper Explained
Aleksa Gordić - The AI Epiphany
OpenAI CLIP - Connecting Text and Images | Paper Explained
Aleksa Gordić - The AI Epiphany
Temporal Graph Networks (TGN) | GNN Paper Explained
Aleksa Gordić - The AI Epiphany
Graph Neural Network Project Update! (I'm coding GAT from scratch)
Aleksa Gordić - The AI Epiphany
Graph Attention Network Project Walkthrough
Aleksa Gordić - The AI Epiphany
How to get started with Graph ML? (Blog walkthrough)
Aleksa Gordić - The AI Epiphany
DQN - Playing Atari with Deep Reinforcement Learning | RL Paper Explained
Aleksa Gordić - The AI Epiphany
AlphaGo - Mastering the game of Go with deep neural networks and tree search | RL Paper Explained
Aleksa Gordić - The AI Epiphany
DeepMind's AlphaGo Zero and AlphaZero | RL paper explained
Aleksa Gordić - The AI Epiphany
OpenAI - Solving Rubik's Cube with a Robot Hand | RL paper explained
Aleksa Gordić - The AI Epiphany
MuZero - Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model | RL Paper explained
Aleksa Gordić - The AI Epiphany
EfficientNetV2 - Smaller Models and Faster Training | Paper explained
Aleksa Gordić - The AI Epiphany
Implementing DeepMind's DQN from scratch! | Project Update
Aleksa Gordić - The AI Epiphany
MLP-Mixer: An all-MLP Architecture for Vision | Paper explained
Aleksa Gordić - The AI Epiphany
DeepMind's Android RL Environment - AndroidEnv
Aleksa Gordić - The AI Epiphany
When Vision Transformers Outperform ResNets without Pretraining | Paper Explained
Aleksa Gordić - The AI Epiphany
Non-Parametric Transformers | Paper explained
Aleksa Gordić - The AI Epiphany
Chip Placement with Deep Reinforcement Learning | Paper Explained
Aleksa Gordić - The AI Epiphany
Text Style Brush - Transfer of text aesthetics from a single example | Paper Explained
Aleksa Gordić - The AI Epiphany
Graphormer - Do Transformers Really Perform Bad for Graph Representation? | Paper Explained
Aleksa Gordić - The AI Epiphany
GANs N' Roses: Stable, Controllable, Diverse Image to Image Translation | Paper Explained
Aleksa Gordić - The AI Epiphany
VQ-VAEs: Neural Discrete Representation Learning | Paper + PyTorch Code Explained
Aleksa Gordić - The AI Epiphany
VQ-GAN: Taming Transformers for High-Resolution Image Synthesis | Paper Explained
Aleksa Gordić - The AI Epiphany
Multimodal Few-Shot Learning with Frozen Language Models | Paper Explained
Aleksa Gordić - The AI Epiphany
Focal Transformer: Focal Self-attention for Local-Global Interactions in Vision Transformers
Aleksa Gordić - The AI Epiphany
AudioCLIP: Extending CLIP to Image, Text and Audio | Paper Explained
Aleksa Gordić - The AI Epiphany
RMA: Rapid Motor Adaptation for Legged Robots | Paper Explained
Aleksa Gordić - The AI Epiphany
DALL-E: Zero-Shot Text-to-Image Generation | Paper Explained
Aleksa Gordić - The AI Epiphany
DETR: End-to-End Object Detection with Transformers | Paper Explained
Aleksa Gordić - The AI Epiphany
DINO: Emerging Properties in Self-Supervised Vision Transformers | Paper Explained!
Aleksa Gordić - The AI Epiphany
DeepMind DetCon: Efficient Visual Pretraining with Contrastive Detection | Paper Explained
Aleksa Gordić - The AI Epiphany
Do Vision Transformers See Like Convolutional Neural Networks? | Paper Explained
Aleksa Gordić - The AI Epiphany
Fastformer: Additive Attention Can Be All You Need | Paper Explained
Aleksa Gordić - The AI Epiphany
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Chapters (7)
My previous deep learning projects
2:10
GAT
3:20
Profiling three/four different GAT implementations
5:10
Profiling different sparse formats (COO, LIL, CSR, ...)
6:10
t-SNE, UMAP
6:30
Patreon shoutout
6:45
Love you folks
🎓
Tutor Explanation
DeepCamp AI