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Track 06 · Python

AI & Applied Machine Learning

Numerical Python, model APIs, LangChain orchestration, pgvector and Pinecone retrieval, and production RAG workflows.

NumPyOpenAILangChainpgvectorPineconeRAG
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0 of 12 modules

Published modules

12

Lessons available

10

Completed

0 / 10

Completion

0%

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+500 XP

Applied AI & RAG Engineer

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Module map

12 published modules · 0 completed

  1. 01

    NumPy & Vectorised Operations

    Beginner

    Ten bite-sized lessons with instant test feedback.

    1 min read
    0/1
    Open
  2. 02

    Pandas DataFrames & Cleaning

    Beginner

    Ten bite-sized lessons with instant test feedback.

    1 min read
    0/1
    Open
  3. 03

    OpenAI API & Chat Completions

    Intermediate

    Ten bite-sized lessons with instant test feedback.

    1 min read
    0/1
    Open
  4. 04

    Anthropic Claude API Patterns

    Intermediate

    Ten bite-sized lessons with instant test feedback.

    1 min read
    0/1
    Open
  5. 05

    LangChain Chains & Memory

    Intermediate

    Ten bite-sized lessons with instant test feedback.

    1 min read
    0/1
    Open
  6. 06

    Embeddings & Vector Search

    Intermediate

    Ten bite-sized lessons with instant test feedback.

    1 min read
    0/1
    Open
  7. 07

    pgvector & Supabase Retrieval

    Intermediate

    Ten bite-sized lessons with instant test feedback.

    1 min read
    0/1
    Open
  8. 08

    Pinecone Index Management

    Advanced

    Ten bite-sized lessons with instant test feedback.

    1 min read
    0/1
    Open
  9. 09

    RAG Pipeline Architecture

    Advanced

    Ten bite-sized lessons with instant test feedback.

    1 min read
    0/1
    Open
  10. 10

    Evaluation & Guardrails

    Advanced

    Ten bite-sized lessons with instant test feedback.

    1 min read
    0/1
    Open
  11. 11

    Edge-Case Drill: Hallucination Detection

    Beginner

    Timed edge-case drill against adversarial hidden tests.

    authoring
  12. 12

    Capstone: Production RAG System

    Beginner

    Ship a graded project against a hidden specification.

    authoring