AI Notes Project Introduction
Overview
AI Notes is a comprehensive project focusing on the latest developments in artificial intelligence, particularly within the realms of generative models and large language models. It serves as a repository of insightful notes and resources that contribute to the lspace.swyx.io newsletter. Initially called "prompt-eng," the repository was renamed to AI Notes to reflect a broader focus on AI Engineering, following the realization that "Prompt Engineering is Overhyped."
Repository Structure
The repository is organized into various markdown files, each dedicated to different aspects of AI technology:
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TEXT.md: Centered around text generation, mainly involving GPT-4. It includes sub-sections for:
- TEXT_CHAT.md: Information about ChatGPT and its competitors.
- TEXT_SEARCH.md: Details on GPT-4's semantic search capabilities.
- TEXT_PROMPTS.md: A collection of effective GPT3 prompts.
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INFRA.md: Contains raw notes on AI infrastructure, including hardware and scalability.
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AUDIO.md: Focuses on audio, music, and voice transcription, as well as generation.
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CODE.md: Discusses code generation models, notably GitHub Copilot.
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IMAGE_GEN.md: The most detailed file, emphasizing Stable Diffusion with insights on Midjourney and DALL-E as well.
- IMAGE_PROMPTS.md: A list of recommended image prompts.
Additional Resources
- Resources: A collection of consistently maintained resources intended as permanent links.
- Stub Notes: Early-stage mini-pages exploring future areas of interest, such as:
- AGENTS.md: Focusing on "agentic AI."
- Blog Ideas: Potential topics for blog posts derived from the existing notes.
Motivational Use Cases
AI Notes showcases various use cases to inspire and demonstrate AI's potential:
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Images & Video: Includes projects like creating 3D MRI synthetic brain images, multiplayer Stable Diffusion, virtual fashion, seamless tiling images, and text-to-video projects.
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Text Products: Applications such as GPT-3 integration with Google Sheets and Obsidian, and email generation and clustering showcase practical text-based AI use cases.
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Market Maps: Offers insights into AI market trends and landscapes with stack charts and market maps from various industry leaders.
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Game Assets: Explores how AI can enhance gaming through tools like MarioGPT and 3D game character modeling.
AI Reading Resources
AI Notes provides curated lists of reading materials categorized by expertise level:
- Beginner Reads: Guides to understanding the fundamentals of AI and large language models.
- Intermediate Reads: Offers more in-depth exploration into AI's technical aspects, current trends, and evaluation methods.
This structure ensures that AI enthusiasts and professionals alike have access to a rich array of information tailored to different interests and levels of expertise. AI Notes is both a resource and a community for those seeking to understand and leverage the state-of-the-art in artificial intelligence technology.