Track 06 · Python
AI & Applied Machine Learning
Numerical Python, model APIs, LangChain orchestration, pgvector and Pinecone retrieval, and production RAG workflows.
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Applied AI & RAG Engineer
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Module map
12 published modules · 0 completed
- 010/1Open
NumPy & Vectorised Operations
BeginnerTen bite-sized lessons with instant test feedback.
1 min read0/1 - 020/1Open
Pandas DataFrames & Cleaning
BeginnerTen bite-sized lessons with instant test feedback.
1 min read0/1 - 030/1Open
OpenAI API & Chat Completions
IntermediateTen bite-sized lessons with instant test feedback.
1 min read0/1 - 040/1Open
Anthropic Claude API Patterns
IntermediateTen bite-sized lessons with instant test feedback.
1 min read0/1 - 050/1Open
LangChain Chains & Memory
IntermediateTen bite-sized lessons with instant test feedback.
1 min read0/1 - 060/1Open
Embeddings & Vector Search
IntermediateTen bite-sized lessons with instant test feedback.
1 min read0/1 - 070/1Open
pgvector & Supabase Retrieval
IntermediateTen bite-sized lessons with instant test feedback.
1 min read0/1 - 080/1Open
Pinecone Index Management
AdvancedTen bite-sized lessons with instant test feedback.
1 min read0/1 - 090/1Open
RAG Pipeline Architecture
AdvancedTen bite-sized lessons with instant test feedback.
1 min read0/1 - 100/1Open
Evaluation & Guardrails
AdvancedTen bite-sized lessons with instant test feedback.
1 min read0/1 - 11
Edge-Case Drill: Hallucination Detection
BeginnerTimed edge-case drill against adversarial hidden tests.
authoring - 12
Capstone: Production RAG System
BeginnerShip a graded project against a hidden specification.
authoring