Writing :: Books :: In Progress :: AI Literate :: Table of Contents

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Writing :: Books :: In Progress :: AI Literate :: Table of Contents

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• RAG in ML (ChatGPT)

inspiration

• Book Drop: 𝗔𝗜 𝗔𝗴𝗲𝗻𝘁𝘀 𝗜𝗻 𝗔𝗰𝘁𝗶𝗼𝗻 (LinkedIn)
• 𝗕𝗼𝗼𝗸 𝗗𝗿𝗼𝗽: 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜 𝘄𝗶𝘁𝗵 𝗟𝗮𝗻𝗴𝗖𝗵𝗮𝗶𝗻 (LinkedIn)

Table of Contents

Introduction To AI

1. AI: The broad field of building machines that can simulate human intelligence.
2. ML: Subfield of AI focused on data-driven algorithms that learn patterns.
3. DL: is a subset of ML (focused on neural networks, especially deep ones).
4. NLP: is an application domain of ML/DL — not a subset in a strict "category" sense, but it’s built on ML/DL methods.
5. LLMs: A type of NLP model that uses deep learning to generate human-like text (e.g. GPT, Claude).
6. RAG: A technique used with LLMs that combines retrieval (like search engines or vector databases) with generation to improve accuracy and relevance.

Coding with AI Assistance

Model Playgrounds

Hugging Face

R...