Deep Learning: GANs and Variational Autoencoders

Description

In this course, you will :

• Learn the fundamental concepts of generative models.
• Create a variational autoencoder with Theano and TensorFlow.
• Create a GAN (Generative Adversarial Network) using Theano and TensorFlow.
• Understand the fundamentals of OpenAI ChatGPT, GPT-4, DALL-E, Midjourney, and Stable Diffusion.

Syllabus:

• Introduction and Outline
• Generative Modeling Review
• Variational Autoencoders
• Generative Adversarial Networks (GANs)
• Theano and Tensorflow Basics Review
• Setting Up Your Environment (FAQ by Student Request)
• Extra Help With Python Coding for Beginners (FAQ by Student Request)
• Effective Learning Strategies for Machine Learning (FAQ by Student Request)