Colab Notebooks

Interactive Python tutorials on Google Colab for building Wardley Mapping AI systems.

GitHub Repository

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Table of contents

1. Building Wardley Mapping Body of Knowledge
   1. Part 1: YouTube Video Collection
   2. Part 2: Main Processing
   3. Part 2b: Speech to Text
   4. Part 3: Vector Embeddings
   5. Part 4: Query Interface
   6. Part 5: Wardley Mapping Book Integration
   7. Part 8: Research 2022 Maps
2. Podcast Processing Series
   1. Part 12: Collect Podcasts
   2. Part 13: Podcast Speech to Text
   3. Part 14: Upsert Podcast Data
   4. Part 15: Query Podcast Data
3. Advanced Topics
   1. Part 16: Pinecone Serverless
   2. Part 17: Website Extraction
   3. Custom Tools for Agents

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Building Wardley Mapping Body of Knowledge

A comprehensive series of notebooks for creating an AI-powered knowledge base from Wardley Mapping content.

Part 1: YouTube Video Collection

Open in Colab

Collect and download audio from Wardley Mapping YouTube videos for processing.

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Part 2: Main Processing

Open in Colab

Process collected audio files and prepare them for transcription.

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Part 2b: Speech to Text

Open in Colab

Transcribe audio using Whisper models to create text transcripts.

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Part 3: Vector Embeddings

Open in Colab

Create vector embeddings from transcripts and store in Pinecone.

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Part 4: Query Interface

Open in Colab

Build a query interface to search the knowledge base using natural language.

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Part 5: Wardley Mapping Book Integration

Open in Colab

Integrate Simon Wardley’s book content into the knowledge base.

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Part 8: Research 2022 Maps

Open in Colab

Add Wardley Mapping research and maps from 2022 to the knowledge base.

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Podcast Processing Series

Process and index podcast content for the knowledge base.

Part 12: Collect Podcasts

Open in Colab

Download podcast episodes from various sources.

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Part 13: Podcast Speech to Text

Open in Colab

Transcribe podcast audio using Distil-Whisper.

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Part 14: Upsert Podcast Data

Open in Colab

Create embeddings from podcast transcripts and store in vector database.

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Part 15: Query Podcast Data

Open in Colab

Search and query the podcast knowledge base.

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Advanced Topics

Part 16: Pinecone Serverless

Open in Colab

Migrate to Pinecone Serverless for improved performance and cost efficiency.

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Part 17: Website Extraction

Open in Colab

Extract and process Wardley Mapping content from websites.

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Custom Tools for Agents

Open in Colab

Build custom LangChain tools for OpenAI function calling with Wardley Mapping operations.