IntermediateComprehensive50+ hours

Deep Learning from Scratch with PyTorch

From Mathematical Foundations to Production-Ready Models

Master deep learning from mathematical foundations to production-ready models. Cover CNNs, RNNs, Transformers, GNNs, GANs, VAEs, Reinforcement Learning, and more with PyTorch implementations.

Chapters

178

Sections

Projects

Start Learning View Curriculum

4 sections

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Join learners building neural networks from scratch and deploying production-ready AI systems.

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Deep Learning from Scratch with PyTorch

Math Foundations

Development Environment

Linear Algebra for Deep Learning

Calculus for Deep Learning

Probability and Information Theory

PyTorch Basics

CNNs

Sequence Models

Graph Networks

Generative Models

Self-Supervised

Reinforcement

Production

Projects

Best Practices

Ready to Master Deep Learning?