Introduction
  • Introduction
Software Requirements
  • CPU Software Requirements
  • CPU Installation of PyTorch
  • PyTorch with GPU on AWS
  • PyTorch with GPU on Linux
  • PyTorch with GPU on MacOSX
PyTorch Fundamentals: Matrices
  • Matrix Basics
  • Seed for Reproducibility
  • Torch to NumPy Bridge
  • NumPy to Torch Bridge
  • GPU and CPU Toggling
  • Basic Mathematical Tensor Operations
  • Summary of Matrices
PyTorch Fundamentals: Variables and Gradients
  • Variables
  • Gradients
  • Summary of Variables and Gradients
Linear Regression with PyTorch
  • Linear Regression Introduction
  • Linear Regression in PyTorch
  • Linear Regression From CPU to GPU in PyTorch
  • Summary of Linear Regression
Logistic Regression with PyTorch
  • Logistic Regression Introduction
  • Linear Regression Problems
  • Logistic Regression In-depth
  • Logistic Regression with PyTorch
  • Logistic Regression From CPU to GPU in PyTorch
  • Summary of Logistic Regression
Feedforward Neural Network with PyTorch
  • Logistic Regression Transition to Feedforward Neural Network
  • Non-linearity
  • Feedforward Neural Network in PyTorch
  • More Feedforward Neural Network Models in PyTorch
  • Feedforward Neural Network From CPU to GPU in PyTorch
  • Summary of Feedforward Neural Network
Convolutional Neural Network (CNN) with PyTorch
  • Feedforward Neural Network Transition to CNN
  • One Convolutional Layer, Input Depth of 1
  • One Convolutional Layer, Input Depth of 3
  • One Convolutional Layer Summary
  • Multiple Convolutional Layers Overview
  • Pooling Layers
  • Padding for Convolutional Layers
  • Output Size Calculation
  • CNN in PyTorch
  • More CNN Models in PyTorch
  • CNN Models Summary
  • Expanding Model's Capacity
  • CNN From CPU to GPU in PyTorch
  • Summary of CNN
Recurrent Neural Networks (RNN)
  • Introduction to RNN
  • RNN in PyTorch
  • More RNN Models in PyTorch
  • RNN From CPU to GPU in PyTorch
  • Summary of RNN
Long Short-Term Memory Networks (LSTM)
  • Introduction to LSTMs
  • LSTM Equations
  • LSTM in PyTorch
  • More LSTM Models in PyTorch
  • LSTM From CPU to GPU in PyTorch
  • Summary of LSTM
What's Next?
  • What's Next?