Topics

Duration

32 Weeks

Progress

0/20

Learning Progress0%

AI Roadmap

PyTorch

Learning Path

Follow these concepts in order to master this topic.

Introduction to PyTorch

Installing PyTorch

PyTorch Tensors

Tensor Operations

Autograd

Automatic Differentiation

Building Neural Networks with torch.nn

Loss Functions

Optimizers

Training Loop

Evaluation Loop

Working with Datasets

DataLoader

Custom Dataset Classes

GPU Training

Transfer Learning

Saving & Loading Models

Inference

PyTorch Best Practices

Introduction to PyTorch Lightning

Documentation

Official documentation and references.

PyTorch Documentation

Recommended

PyTorch Tutorials

PyTorch Beginner Tutorials

Video Courses

PyTorch Full Course

25h

Practice Websites

Practice what you've learned.

Learn PyTorch

Kaggle

Google Colab

Projects

Apply what you've learned by building real projects.

MNIST Digit Classifier with PyTorch

Beginner

Cats vs Dogs Image Classifier

Intermediate

Build an End-to-End Image Classification Pipeline

Advanced