This comprehensive course introduces machine learning with a focus on generative AI. Begin with the fundamentals of machine learning, understanding its unique approach compared to traditional programming and real-world applications. Explore the technical aspects of models, algorithms, and training processes before diving into a practical demonstration comparing machine learning to conventional software. Discover generative AI's capabilities for creating new content, and learn how to architect and deploy AI systems effectively. Created by Rola Dali, an AI Engineer with a PhD in Neuroscience, this 2-hour course provides both theoretical knowledge and practical insights, with all code and slides available on GitHub for hands-on learning.

Syllabus

0:00:00 Course Introduction
0:02:51 Intro to Machine Learning
0:29:32 Machine Learning Under the Hood
0:45:30 ML vs Software Demo
1:06:43 Intro to Generative AI
1:57:36 Architecting GenAI Systems