Ever wondered what really powers AI? It’s not magic—it's pure mathematics. In this essential webinar, Dr. Manju Biya, an expert with over 20 years of experience, demystifies Artificial Intelligence and Machine Learning through a mathematical lens. Forget the hype and dive deep into the core concepts. Learn how linear algebra structures data, how calculus makes models learn (like backpropagation), how probability handles uncertainty, and how optimization finds the best solutions. This is a must-watch for any student or aspiring data scientist. 

Unlock one of the most powerful ideas in modern AI — the pseudo inverse of a matrix. In this session, Dr. Soman (Dean, School of AI & Computing, Amrita University) breaks down a complex mathematical concept using simple intuition, real examples, and CR decomposition. Learn how pseudo inverse becomes the backbone of machine learning models, deep learning systems, optimization, and even Generative AI. Perfect for students, engineers, researchers, and anyone exploring the math that drives today’s AI revolution. 

Learn how to take your code from local development to real-world production using Red Hat’s enterprise-grade tools. This session breaks down the full journey: containerizing applications, automating CI/CD pipelines, securing deployments, and running workloads at scale on OpenShift. Whether you're a developer, DevOps engineer, or cloud beginner, you’ll gain practical insights into building reliable, repeatable, and efficient deployment workflows. Get a clear, step-by-step view into modern application delivery and learn how Red Hat’s ecosystem helps teams ship faster with confidence.