/Complete-Pytorch-with-Projects-Series-

This repository contains everything you need to become proficient in PyTorch

MIT LicenseMIT

Complete-Pytorch-with-Projects-Series-

This repository contains everything you need to become proficient in PyTorch

pytorch-e1576624094357

Youtube for all the implemented projects and tech interview resources - Ignito Youtube Channel

PyTorch Basics

What is PyTorch?

Install PyTorch

PyTorch Packages

Basics of PyTorch

PyTorch vs. TensorFlow

Loading Data

Linear Regression

Convolutional Neural Network

Recurrent Neural Network

Datasets

Convents

Introduction to Convents

Training a Convent from Scratch

Feature Extraction in Convents

Visualization

Sequence Processing

Word Embedding

Recursive Neural Networks

Tensors

Introduction to Tensors

1D Tensor

Vector Operation

2D Tensor

Gradient with PyTorch

Linear Regression

Introduction

Gradient Descent

Mean Squared

Custom Module

Loss Function

Perceptron

Introduction to Perceptron

Create Dataset

Model Setup

Training

Testing

Deep Neural Network

Architecture of DNN

Implementation of DNN

Testing of DNN model

Feed Forward Process

Backpropagation Process

CNN

CNN Introduction

CNN Implementation

Training of CNN

Validation of CNN

Testing of CNN

PyTorch Projects (40)

PyTorch projects repo