https://github.com/muthukamalan/dl-vision

https://github.com/muthukamalan/dl-vision

Last synced: 8 days ago
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• Host: GitHub
• URL: https://github.com/muthukamalan/dl-vision
• Owner: Muthukamalan
• License: unlicense
• Created: 2024-05-11T20:23:57.000Z (8 months ago)
• Default Branch: main
• Last Pushed: 2024-08-12T12:29:13.000Z (5 months ago)
• Last Synced: 2024-08-12T14:06:41.597Z (5 months ago)
• Language: Jupyter Notebook
• Size: 32.3 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
# SETUP

# FUNDAMENTALS

- [X] Fundamentals of AI

- [X] Exploring NN Architectures

- [X] [Intro to PyTorch](https://github.com/Muthukamalan/PyTorch-Basics)

- [ ] Backpropagation 

- [ ] Intro to PyTorch Lightning, Tensorboard and Gradio

# VISION

- [ ] Advanced Architectures in Convolution & Visualization

- [ ] Optimizations

- [ ] Data Augmentation

- [ ] Residual Connections in CNN and FC

- [ ] Unsolved MNIST

- [ ] Segmentation Model

- [ ] YOLO

- [ ] UNETs, Variation AutoEncoders and Applications

# NLP

- [ ] Transformers and Advanced Embedding Techniques

- [ ] Encoder Architectures 

- [ ] BERT

- [ ] Masked AutoEncoders

- [ ] Vision Transformers

- [ ] Decoders

- [ ] Generative Pre-trained Transformers

- [ ] Training and Fine-tuning LLM (QLoRA)

## DIFFUSION

- [ ] CLIP Models and Training

- [ ] Generative Art and Stable Diffusion

- [ ] Automatic Speech Recognition Fundamentals

## RLHF

- [ ] Reinforcement Learning I

- [ ] Reinforcement Learning II

- [ ] Reinforcement Learning from Human Feeedback, DPO

# CHATGPT

- [ ] Training ChatGPT from scratch

# MULTIMODEL

- [ ] Training Multimodel GPTs