Tutorial Series
Series-first learning. Each series is a multi-chapter journey with labs and projects — not a blog post.
Foundations
AI Engineering Foundations
Python, APIs, HTTP and the engineering craft behind every AI system
PythonHTTP APIsJSONGit+3
3 ch 2 labs 1 proj ~6h
ExpertFeatured
Production AI Systems
Observability, cost, reliability, security and deployment
ObservabilityTracingCost OptimisationCaching+4
3 ch 1 labs 1 proj ~11h
IntermediateFeatured
Building LLM Applications
Tokens, context windows, prompting, structured outputs and function calling
LLM APIsPromptingStructured OutputsFunction Calling+2
3 ch 2 labs 1 proj ~8h
IntermediateFeatured
Production RAG
Build retrieval systems that actually work in production
RAGEmbeddingsVector SearchChunking+3
5 ch 2 labs 2 proj ~11h
Advanced
LLM Evaluation
Measure retrieval, generation, agents and production quality
EvaluationRetrieval MetricsLLM-as-JudgeRegression Testing+3
4 ch 1 labs 0 proj ~8h
AdvancedFeatured
Building Multimodal Applications
Vision, audio, image generation and cross-modal AI systems
MultimodalVisionVLMSTT+3
3 ch 0 labs 0 proj ~7h