Hands-on Introduction to Deep Learning

This tutorial is an introduction to the world of machine learning, artificial intelligence and deep learning. Through these slides and exercises you will:

• Understand the concept of Deep Learning (DL)
• Familiarise with the DL jargon
• Get to know world-renowned DL frameworks

Tutorials

All training materials can be found on the training handouts listed below.

Part 1 - Introduction

Part 2 - Hands-on

Additional Resources

Additional learning materials referenced in the slides that may be of interest:

• CS129: Applied Machine Learning
• CS229: Machine Learning
• CS230 Deep Learning
• Learn PyTorch for Deep Learning: Zero to Mastery book
• AI in the Sciences and Engineering (2024)
• Understanding Deep Learning
• Dive into Deep Learning