PyTorch-Tutorial

Repo to learn PyTorch

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PYtorch_Intro

• Pytorch Introduction
  • PyTorch provides two high-level features
• Environment Configuration
  • Install pytorch on Windows Snapshop Tutorial
• [Section : 1. Pytorch Basic Foundation]
  • Tensor
    • Construct a 5x3 matrix uninitialized
    • Convert to numpy
    • Size of tensor
    • From Numpy to tensor
  • Tensor Operation
    • Random similar to numpy
    • Construct a matrix filled zeros and of dtype long
    • Construct a tensor directly from data
    • Create tensor based on existing tensor
    • Basic Tensor Operation
  • Variable
  • Activation Function
    • Generate Fake Data
    • Popular Activation Function
    • Activation Function plot from data

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Neural Networks

• [Section : 1. Neural Network]

  • Linear Regression
  • Neural Network for Regression
  • Neural Network for Classification
  • Faster way to build models
  • Save and Reload Model
  • Train on Batch
  • Optimizers

• [Section : 2. Advance Neural Network]

  • CNN
  • RNN Coming Soon...