Hypatchia/IWD-GenerativeModelingWorkshop

This is repo contains the code,ressources and slides to the IWD Hackathon by GDG & WTM ALGIERS # IWD-GenerativeModelingWorkshop This repo contains the slides to the workshop entitled "Introduction to Generative Modeling using GANs" held by me at IWD Hackathon session 2023 by gdgalgiers.com and WTM ALGIERS. ### IWD-GenerativeModelingWorkshop ### Description: - This repo contains the slides to the workshop entitled "Introduction to Generative Modeling using GANs" held by me at IWD Hackathon session 2023 by gdgalgiers.com and WTM ALGIERS. ### About the Workshop This workshop is aimed at individuals who want to explore the world of generative modeling. The primary goals are: - Understanding the Fundamentals of Data Science and Machine Learning. - Understanding the core concepts of generative modeling. - Understanding the Concepts of GANs and AEs. - Practical tips and tricks for Learning Artificial Intelligence. ### Prerequisites - Basic understanding of Artificial Intelligence Concepts ## Table of Contents - [Machine and Deep Learning Basics] - [Supervised - Unsupervised - Semi-Supervised Learning] - Classification VS Regression VS Clustering VS Dimensionality Reduction - [Discriminative Models] - [Generative Models] - [AutoEncoders] - [Generative Adversarial Networks] ### Slides - View Slides ### Additional Resources - Online Course: Generative Adversarial Networks Specialization - Online Blog: Google Developer Bloghttps://developers.google.com)