Resources

Generally Useful

• The Tao of CLIP - If you feel overwhelmed trying to understand how this all works or what different pytti options do, this may be helpful.
• Community Notebooks
• Eyal Gruss curated list via /r/MediaSynthesis

Prompt Engineering Tools

Visual Prompt Studies

• Artist Studies - A great resource for prompt-engineering.
• keyword comparison by @kingdomakrillic
• https://faraday.logge.top/ - Searchable Database of images generated by an EleutherAI discord bot

Linguistic Tools (English)

• https://www.enchantedlearning.com/wordlist/
• http://wordnetweb.princeton.edu/perl/webwn
  • alt: https://en-word.net/

Academic/Theoretical Research and Tools

• OpenAI Microscope - Model feature visualizations, useful to better understand how/what the AI "understands" about the world.
• https://github.com/thunlp/PromptPapers
  • Mainly focuses on prompt engineering for decoder-only models (i.e. auto-regressive) like T5 and GPT
  • CLIP's text model is a BERT-famiy, encoder-only model (auto-encoding).
  • Detailed discussion of modern language model architectures: https://huggingface.co/docs/transformers/model_summary
• https://huggingface.co/docs/transformers/bertology

Other Programmatic/Generative Art Tools

• Visions of Chaos

Misc Image Manipulation Utilities

• https://renderstuff.com/tools/360-panorama-web-viewer/ - applies a spherical transformation to images