this is my attempt at learning pytorch without following/doing a course online cus i cant be bothered to watch those boring as* videos tbvh. Asked Ai to make me a structured roadmap at mastering pytorch, feel free to use the same for yourself if you want. Im combining Perplexity and Youtube tutorials for learning each module here and yeah so far so good.
- [✅] 1. PyTorch Installation and First Tensor Example
- [✅] 2. NumPy vs PyTorch: Basic Tensor Operations
- [✅] 3. PyTorch Dataset and DataLoader Tutorial
- [✅] 4. Loading Custom Dataset in PyTorch
- [✅] 5. Visualizing Data with Matplotlib in Python
- [✅] 6. PyTorch Neural Network (nn.Module) Basics
- [✅] 7. Defining and Training a Simple Feedforward Neural Network in PyTorch
- [✅] 8. What is Loss Function in Machine Learning? (focus: PyTorch Loss Functions)
- [✅] 9. Setting up Optimizer in PyTorch (e.g., SGD, Adam)
- [✅] 10. Training and Validation Loops in PyTorch
- [✅] 11. Evaluating Model Accuracy and Metrics in PyTorch
- [✅] 12. Saving and Loading PyTorch Models
- [✅] 13. PyTorch Convolutional Neural Networks (CNNs) Tutorial
- [✅] 14. Implementing Transfer Learning in PyTorch
- [✅] 15. Using Pretrained Models from torchvision.models
- [✅] 16. PyTorch on GPU (cuda): Moving Tensors and Models
- [✅] 17. Basic Debugging Tips for PyTorch Errors
- [✅] 18. Visualizing Model Predictions and Loss Curves with Matplotlib
- [ ] 19. Fine-Tuning and Hyperparameter Tuning in PyTorch
- [ ] 20. Next Steps: Explore RNNs, Transformers, or GANs in PyTorch
- [ ] 21. Building custom layers or activation functions
- [ ] 22. Multi-GPU/model parallelism for huge models
- [ ] 23. Advanced optimization tricks (learning rate schedulers, ensemble techniques)
- [✅] 24. Deployment (serving models via APIs)
- [✅] 25. PyTorch Lightning or HuggingFace for large-scale training
- [ ] 26. Deep learning areas: NLP, RL, GANs, etc.
yt tuts
- : (https://youtube.com/playlist?list=PLCC34OHNcOtpcgR9LEYSdi9r7XIbpkpK1&si=pefiN5IYysFMz9CF)
- : (https://youtu.be/E0Hmnixke2g?si=JSCzUPMgb_6V1Gk0)
- : (https://youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi&si=QJRNRaGpMcxkJGW7)
- : (https://youtu.be/jGwO_UgTS7I?si=lT_aTz07rzhQoVD_)
- : (https://youtu.be/Xpr8D6LeAtw?si=sLQUwCwwuAXZ3NLL)