Cohort-based courses
End-to-End AI Engineering Bootcamp
AI Inference Engineering & Systems Design

Forecasting Systems: Scale, Shift, Trust

Kernel Engineering: From CUDA Foundations to Frontier AI Kernels


+ Dr. Sreedath Panat, Dr. Rajat Dandekar, and Shubham Panchal
ML for Trading: Foundations

Applied Conformal Prediction

AI Career Residency: From Skills to Impact

AI for LiDAR Point Cloud Classification

AI Problem Framing for AI Practitioners

Master Credit Scorecard Development with Python: From Data to Deployment

LiDAR Point Clouds Processing in QGIS
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IFRS 9 Credit Risk Modelling using python

Privacy-First AI Systems for Healthcare: From Foundations to Agents

ML for Trading: From Research to Production

vLLM & SGLang Engineering: End-to-End LLM Serving


+ Dr. Rajat Dandekar and Dr. Raj Dandekar
1-day workshops
Free Lightning Lessons
🏗️ Build a Model: Pre-Training and GPU Clusters
·Nov 3·60 minutes415 StudentsLive
Priyanka VergadiaBuild Your First Simulation Environment for Evals & RL
·60 minutes382 StudentsWatch
Aman Khan and Eric Xiao🚀 Launch a Model: Evals, Inference, and Deployment
·Nov 11·60 minutes92 StudentsLive
Priyanka VergadiaScaling Late Interaction in OpenSearch with MUVERA
·Oct 20·60 minutes92 StudentsLive
Praveen Mohan Prasad, Trey Grainger, and Doug TurnbullBuilding topk-embed-v1: frontier multi-vector embeddings
·Oct 22·60 minutes100 StudentsLive
Marek Galovic, Doug Turnbull, and Trey Grainger⚙️ Tailor a Model: Fine-Tuning, LoRA, and Quantization
·Nov 9·60 minutes49 StudentsLive
Priyanka VergadiaFine-tuning intro for practitioners and the curious
·Oct 24·75 minutes48 StudentsLive
Nikalina Ogorodova🧑🏫 Teach a Model: Post-Training, RLHF, and Reasoning
·Nov 5·60 minutes48 StudentsLive
Priyanka VergadiaFine-Tune Open Models Without Running GPU Ops: Crusoe
·Nov 16·60 minutes40 StudentsLive
Priyanka Vergadia and Piyush KadamAnatomy of a machine learning for trading case study
·Nov 25·30 minutes44 StudentsLive
Stefan JansenYou're Already Building a Recommender
·60 minutes33 StudentsWatch
Katerina ZanosAI Search Fundamentals: Vector Spaces, Matching, & Ranking
·Nov 4·75 minutes23 StudentsLive
Doug Turnbull and Trey GraingerJev: AI That Just Decides
·45 minutes712 StudentsWatch
Amir Feizpour and Suhas PaiWhat happens when you make an LLM call?
·45 minutes418 StudentsWatch
Abi AryanBuild Your Own LLM From Scratch (Actually Understand AI)
·60 minutes942 StudentsWatch
Priyanka VergadiaTurn Eval Results Into a Better Model
·45 minutes532 StudentsWatch
Will Brown, Florian Brand, and Hamel HusainTurn AI Papers Into Product Decisions
·Nov 4·30 minutes15 StudentsLiveYuyan (Yolanda) ChenCan You Trust Jev's scores?
·Nov 4·30 minutes6 StudentsLive
Bruno GonçalvesFrom Base Model to Agent: Inside NVIDIA’s PostTraining Stack
·60 minutes464 StudentsWatch
Aishwarya Srinivasan & Arvind Narayan and Chris AlexiukHow to choose an OCR Model
·45 minutes330 StudentsWatch
Joe Barrow and Hamel HusainA Bag-of-Documents Model for Query Understanding & Retrieval
·60 minutes278 StudentsWatch
Daniel Tunkelang, Trey Grainger, and Doug TurnbullCross-encoders: An End-to-end Guide
·60 minutes239 StudentsWatch
Radu Gheorghe and Trey GraingerBuild a vector database from scratch
·60 minutes1,109 StudentsWatch
Doug Turnbull and John BerrymanOpen-source AI with Hugging Face
·30 minutes1,017 StudentsWatch
Julien Simon


