PyTorch Library

  1. PyTorch Ecosystem Integration
    1. Computer Vision with torchvision
      1. Datasets and Data Loading
        1. Built-in Datasets
          1. Custom Dataset Integration
            1. Data Augmentation
            2. Pre-trained Models
              1. Model Zoo Access
                1. Transfer Learning
                  1. Fine-tuning Strategies
                  2. Image Transformations
                    1. Preprocessing Pipelines
                      1. Augmentation Techniques
                        1. Normalization Standards
                      2. Natural Language Processing
                        1. Text Processing Fundamentals
                          1. Tokenization Strategies
                            1. Vocabulary Management
                              1. Sequence Handling
                              2. Transformer Models
                                1. Attention Mechanisms
                                  1. Encoder-Decoder Architecture
                                    1. Pre-trained Model Integration
                                    2. Language Model Applications
                                      1. Text Classification
                                        1. Sequence Generation
                                          1. Named Entity Recognition
                                        2. Audio Processing with torchaudio
                                          1. Audio Data Handling
                                            1. Waveform Processing
                                              1. Spectrogram Generation
                                                1. Feature Extraction
                                                2. Audio Transformations
                                                  1. Filtering and Enhancement
                                                    1. Augmentation Techniques
                                                      1. Format Conversion
                                                      2. Speech and Audio Models
                                                        1. Speech Recognition
                                                          1. Audio Classification
                                                            1. Generative Audio Models
                                                          2. High-level Frameworks
                                                            1. PyTorch Lightning
                                                              1. Training Abstraction
                                                                1. Experiment Management
                                                                  1. Multi-GPU Automation
                                                                  2. Hugging Face Integration
                                                                    1. Transformer Models
                                                                      1. Tokenizer Integration
                                                                        1. Pipeline Abstractions
                                                                        2. Research Libraries
                                                                          1. Specialized Architectures
                                                                            1. Experimental Features
                                                                              1. Community Contributions

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                                                                          9. Advanced PyTorch Features

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                                                                          1. Introduction to PyTorch