Learning tracks

Structured paths from foundation to production.

Each track is a curated sequence of lessons, quizzes, and projects designed to take you from concept to production-ready implementation. Start free, go deep with premium.

Free tracks

Open access
Beginner
8h

AI Engineer Foundation

Core concepts every AI engineer needs before building production systems. Start here to build a solid mental model of embeddings, APIs, prompts, vectors, evaluation, and basic deployment.

8 lessons

Python for AI applicationsAPIs and JSON for LLM integrationsEmbeddings and semantic searchVector search fundamentals+4 more
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Intermediate
14h

Production RAG Engineer

Build, evaluate, debug, and deploy real-world retrieval-augmented generation systems. Go beyond toy examples to handle chunking tradeoffs, hybrid retrieval, reranking, citation grounding, and RAG observability.

14 lessons

Document ingestion pipelinesChunking strategies and tradeoffsEmbedding model selectionVector database setup and indexing+10 more
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Intermediate
13h

Agentic AI Engineer

Design reliable AI agents with tools, memory, planning, guardrails, and human review workflows. Learn the patterns used in production agentic systems, not just demos.

13 lessons

Tool calling and function designAgent loop architecturePlanner-executor-verifier patternLangGraph-style state machines+9 more
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Premium tracks

Subscription
Advanced
12h

LLMOps and AI Observability

Operate AI systems with tracing, evaluation pipelines, regression tests, cost monitoring, and production dashboards. Learn the engineering discipline behind reliable LLM products.

12 lessons

Prompt versioning and experiment trackingDataset versioning for evaluationEvaluation pipelines: automated and humanLLM-as-judge patterns and calibration+8 more
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Advanced
11h

AI System Design Interview

Prepare for senior AI engineering interviews with system design walkthroughs, architectural tradeoffs, metric definitions, failure mode analysis, and mock interview practice.

11 lessons

RAG system design end to endAI chatbot system designAgent platform architectureLLM gateway and routing design+7 more
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Intermediate
11h

AI Product Builder

Build monetizable AI products with authentication, payments, SEO, analytics, and AI features. Learn the full-stack AI SaaS architecture used in production.

11 lessons

AI SaaS architecture and tech stack choicesGoogle OAuth and Firebase Auth integrationStripe subscriptions and checkout flowsContent gating and free vs premium logic+7 more
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Get full access to LLMOps, AI System Design Interview, and AI Product Builder tracks — plus all premium quizzes, projects, and downloadable guides.

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