Lecture 5: Deep Learning Overview

(Last updated: Feb 2, 2024)

This course introduces deep learning techniques, such as deep neural networks, loss functions, and gradient descent.

Preparation

There is no preparation material for this lecture.

Materials

• Slides for Lecture 5: Deep Learning Overview

Additional Resources

Below is a well-known paper that gives a nice overview of deep learning:

• LeCun, Y., Bengio, Y., & Hinton, G. (2015). Deep learning. Nature.

Below is a collection of projects by OpenAI (which creates ChatGPT):

• OpenAI Research Projects in Deep Learning

Below is a collection of project by DeepMind (which creates AlphaGo):

• DeepMind Research Projects in Deep Learning

Below is a collection of AI experiments by Google:

• Google AI Experiments