https://github.com/arjuntheprogrammer/pytorch-neuralnetworkprogramming

https://github.com/arjuntheprogrammer/pytorch-neuralnetworkprogramming

Last synced: 6 months ago
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• Host: GitHub
• URL: https://github.com/arjuntheprogrammer/pytorch-neuralnetworkprogramming
• Owner: arjuntheprogrammer
• Created: 2021-08-30T09:00:45.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2021-08-30T09:02:29.000Z (over 4 years ago)
• Last Synced: 2025-01-26T20:29:39.711Z (about 1 year ago)
• Language: Jupyter Notebook
• Size: 36.1 MB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# Neural Network Programming - Deep Learning with PyTorch

YouTube Playlist: 

BLOG REFERENCE: 

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## Course Lessons

1. PyTorch Prerequisites - Syllabus For Neural Network Programming Course

2. PyTorch Explained - Python Deep Learning Neural Network API

3. PyTorch Install - Quick And Easy

4. CUDA Explained - Why Deep Learning Uses GPUs

5. Tensors Explained - Data Structures Of Deep Learning

6. Rank, Axes, And Shape Explained - Tensors For Deep Learning

7. CNN Tensor Shape Explained - Convolutional Neural Networks And Feature Maps

8. PyTorch Tensors Explained - Neural Network Programming

9. Creating PyTorch Tensors For Deep Learning - Best Options

10. Flatten, Reshape, And Squeeze Explained - Tensors For Deep Learning With PyTorch

11. CNN Flatten Operation Visualized - Tensor Batch Processing For Deep Learning

12. Tensors For Deep Learning - Broadcasting And Element-Wise Operations With PyTorch

13. Code For Deep Learning - ArgMax And Reduction Tensor Ops

14. Dataset For Deep Learning - Fashion MNIST

15. CNN Image Preparation Code Project - Learn To Extract, Transform, Load (ETL)

16. PyTorch Datasets And DataLoaders - Training Set Exploration For Deep Learning And AI

17. Build PyTorch CNN - Object Oriented Neural Networks

18. CNN Layers - PyTorch Deep Neural Network Architecture

19. CNN Weights - Learnable Parameters In PyTorch Neural Networks

20. Callable Neural Networks - Linear Layers In Depth

21. How To Debug PyTorch Source Code - Deep Learning In Python

22. CNN Forward Method - PyTorch Deep Learning Implementation

23. CNN Image Prediction With PyTorch - Forward Propagation Explained

24. Neural Network Batch Processing - Pass Image Batch To PyTorch CNN

25. CNN Output Size Formula - Bonus Neural Network Debugging Session

26. CNN Training With Code Example - Neural Network Programming Course

27. CNN Training Loop Explained - Neural Network Code Project

28. CNN Confusion Matrix With PyTorch - Neural Network Programming

29. Stack Vs Concat In PyTorch, TensorFlow & NumPy - Deep Learning Tensor Ops

30. TensorBoard With PyTorch - Visualize Deep Learning Metrics

31. Hyperparameter Tuning And Experimenting - Training Deep Neural Networks

32. Training Loop Run Builder - Neural Network Experimentation Code

33. CNN Training Loop Refactoring - Simultaneous Hyperparameter Testing

34. PyTorch DataLoader Num_workers - Deep Learning Speed Limit Increase

35. PyTorch On The GPU - Training Neural Networks With CUDA

36. PyTorch Dataset Normalization - Torchvision.Transforms.Normalize()

37. PyTorch DataLoader Source Code - Debugging Session

38. PyTorch Sequential Models - Neural Networks Made Easy

39. Batch Norm In PyTorch - Add Normalization To Conv Net Layers

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