This repository contains everything you need to become proficient in PyTorch

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

What is PyTorch?

Install PyTorch

PyTorch Packages

Basics of PyTorch

PyTorch vs. TensorFlow

Loading Data

Linear Regression

Convolutional Neural Network

Recurrent Neural Network

Datasets

Introduction to Convents

Training a Convent from Scratch

Feature Extraction in Convents

Visualization

Sequence Processing

Word Embedding

Recursive Neural Networks

Introduction to Tensors

1D Tensor

Vector Operation

2D Tensor

Gradient with PyTorch

Introduction

Gradient Descent

Mean Squared

Custom Module

Loss Function

Introduction to Perceptron

Create Dataset

Model Setup

Training

Testing

Architecture of DNN

Implementation of DNN

Testing of DNN model

Feed Forward Process

Backpropagation Process

CNN Introduction

CNN Implementation

Training of CNN

Validation of CNN

Testing of CNN

PyTorch projects repo