Instructor Profile
Atul Jha
Courses by Atul Jha
advanced
Applied Deep Learning
Master deep neural networks from mathematical foundations to production Transformers. Implement backprop from scratch, train deep CNNs, and build modern self-attention mechanisms with PyTorch.
intermediate
Building Production RAG & LLM Systems
Architect enterprise Retrieval Augmented Generation systems. Master tokenization, vector databases (ChromaDB, Pinecone), hybrid search, and autonomous agents.
beginner
Machine Learning Foundations & Statistical Modeling
Develop unshakeable intuition for machine learning mathematics: loss functions, gradient descent optimization, regularized regression, and validation strategies.
intermediate
Modern Python for AI & High-Performance Systems
Unlock CPython memory architecture, reference counting, the descriptor protocol, metaclasses, and zero-copy generator streams for massive machine learning workloads.