Data with Musab

AI is not magic, it’s mathematics, algorithms, programming and optimization.

I’m Musab Shaikh, an MSc Big Data Analytics student and an AI Operations Intern.

On this channel, I document my journey from Statistical Learning to Large Language Models, building AI systems from first principles.

Here, we: 
•  Understand loss functions & empirical risk
•  Explore bias - variance & model evaluation
•  Build regression & classification models
•  Implement neural networks from scratch
•  Work with transformers & modern LLM systems

Every few weeks, I upload a complete end-to-end project, from math to implementation to real-world interpretation.
If you’re serious about learning AI the right way. Welcome.