Beginner
Machine Learning Foundations
Build core ML intuition with Python — regression, classification, and your first trained model.
Course detailsGo from curious beginner to confident AI practitioner with hands-on courses in machine learning, deep learning, and generative AI — taught by engineers who ship real products.
Beginner
Build core ML intuition with Python — regression, classification, and your first trained model.
Course details
Intermediate
Design and train neural networks from scratch — CNNs, RNNs, and transfer learning in practice.
Course details
Advanced
Fine-tune transformers, build RAG pipelines, and ship production-ready LLM applications.
Course detailsA guided sequence that takes you from fundamentals to building production AI systems — at your own pace.
Master Python, math for ML, and core algorithms through interactive notebooks and weekly exercises.
4–6 weeks · 8 modulesTrain models on real datasets, ship an end-to-end ML app, and grow a portfolio recruiters notice.
6–8 weeks · 5 portfolio projectsChoose a specialization, complete a capstone with mentor review, and prep for AI role interviews.
4 weeks · Career support included
Lead Instructor · Applied AI Engineer
Daniel spent a decade building recommendation and vision systems at scale before turning to teaching full-time. His courses focus on the 20% of theory that powers 80% of real-world results.
He's mentored over 4,000 engineers into AI roles — and every lesson is built around code you can actually run, break, and rebuild.
"You don't need a genius-level math background to work in AI. You need curiosity, consistent practice, and a guide who's done it before. That's exactly what this course gives you."
Set up your environment and build the mental models behind every ML system: features, loss functions, overfitting, and evaluation.
Move from shallow models to deep networks. Build, train, and debug neural architectures on real image and text datasets.
Work with the technology defining the field right now: transformers, fine-tuning, retrieval-augmented generation, and shipping LLM apps safely.