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PyTorch

PyTorch

Build and train neural networks with flexible, Python-first deep learning.

35 Concepts AI & Machine Learning 📖 Story-Based

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Getting Started

Getting Started with PyTorch

Understanding Tensors

Creating Tensors

Tensor Operations

Tensor Manipulation

Tensor Math Operations

Selection and Filtering

GPU and Device Management

Specialized Tensor Types

Automatic Differentiation

Autograd Core

Advanced Gradient Techniques

Neural Network Layers

nn.Module Mastery

Basic Neural Network Layers

Normalization Techniques

Convolutional Operations

Sequence Processing Layers

Transformer Layers

Training Components

Loss Functions

Optimization

Data Loading

Image Transforms

Training Workflow

Training Pipeline

Training Performance

Debugging and Profiling

Reproducibility

Model Saving and Export

Scaling and Distribution

Scaling Training

Architectures

Transfer Learning

CNN and Vision Models

Building Sequence Models

Applications

Computer Vision Tasks

NLP Applications

Generative Models

Self-Supervised Learning

Model Optimization

Model Improvement Techniques

Model Compression