AI + ML Resources

Websites

• Huggingface - Articles, models, community
• ai incident database
• civit.ai - community for browsing, sharing, finding AI art models.
• automatic1111 - open source app that allows you tu run the latest stable diffusion models.
• kaggle - great place to go for data sets, i.e., if you want to train your own model.

Libraries + Tools

• Pytorch - A deep learning tensor library first released in 2017. Popular for NLP apps.
• Tensorflow - A whole ecosystem of tools for end-to-end machine learning applications.
• Keras - A popular platform on top of Tensorflow for machine learning engineering. Tensorflow can be swapped out for other backing frameworks. High level API.
• Transformers
• langchain - a higher-level API on top of various LLM technology.
• clip - a library from openai for text encoding. Takes a text prompt and outputs a text embedding — a numerical representation of the text input in a neural network.
• stable diffusion
• controlnet - a library (neural net?) for managing stable diffusion models
• paella - smol lightweight stable diffusion-inspired text-to-image generation
• gradio - easy UI for demo’ing a model

Datasets

• laion.ai - a dataset of images
• common crawl - 12 petabyte dataset of crawled web data
• the pile
• list of bad words

Models

• deep-flyod/IF - SOTA photorealistic image generation
• consistency_models - Open AI’s one shot image generation models.

Prompt-Related

• Brex - prompt engineering

Learning

• Swyx’s AI notes
• latent.space
• the neuron AI