🙂 Vincent D. Warmerdam ┣━━ 📦 Open Source Packages ┃ ┣━━ embetter - embeddings ready for sklearn ┃ ┣━━ drawdata - draw datasets in jupyter ┃ ┣━━ uvtrick - run functions in external venvs via uv ┃ ┣━━ wigglystuff - extra notebook widgets ┃ ┣━━ mohtml - Pythonic HTML (for Marimo) ┃ ┣━━ smartfunc - turns docstrings into LLM-functions ┃ ┣━━ scikit-lego - lego bricks for sklearn ┃ ┣━━ scikit-partial - partial_fit() pipelines for sklearn ┃ ┣━━ scikit-bloom - bloom transformers for sklearn ┃ ┣━━ bulk - simple bulk labelling interface ┃ ┣━━ fh-matplotlib - matplotlib for FastHTML ┃ ┣━━ fh-altair - altair for FastHTML ┃ ┣━━ simsity - dead simple vector 'database' ┃ ┣━━ dicekit - domain specific interface for dice ┃ ┣━━ flowshow - over the top logging decorator ┃ ┣━━ human-learn - rule-based components for sklearn ┃ ┣━━ doubtlab - suite of tools to help find bad labels ┃ ┣━━ sentence-models - a different take on textcat ┃ ┣━━ mktestdocs - turn markdown files into pytest tests ┃ ┣━━ lazylines - lightweight utils for .jsonl wrangling ┃ ┣━━ durations - pytest duration insights ┃ ┣━━ tuilwindcss - tailwindcss for textual tui apps ┃ ┣━━ memo - saves a whole log of time ┃ ┣━━ skedulord - makes cron a bit more fun ┃ ┣━━ icepickle - cool and safe storage for linear models ┃ ┗━━ evol - grammar for genetic heuristics ┣━━ 👍 Project Contributions ┃ ┣━━ fairlearn - contributed the CorrelationFilter ┃ ┣━━ polars - contributed the .pipe() method ┃ ┗━━ BERTopic - added lightweight sklearn pipeline support ┣━━ ⭐ Online Projects ┃ ┣━━ calmcode.io - intermediate developer education ┃ ┣━━ koaning.io - personal blog ┃ ┗━━ dearme.email - reflection via a 30 day delay ┣━━ 🎙️ Popular Talks ┃ ┣━━ Natural Intelligence is All You Need ┃ ┣━━ Group-by statements that save the day ┃ ┣━━ Tools to Improve Training Data ┃ ┣━━ Optimal on Paper, Broken in Reality ┃ ┣━━ Playing by the Rules-Based-Systems ┃ ┣━━ How to Constrain Artificial Stupidity ┃ ┣━━ The Profession of Solving the Wrong Problem ┃ ┣━━ Winning with Simple, even Linear, Models ┃ ┗━━ Untitled12.ipynb ┣━━ 🔬 Random Experiments ┃ ┣━━ narlogs - logs all dataframe pipelines ┃ ┣━━ scikit-prune - prune scikit learn pipelines ┃ ┣━━ gitlit - tracking github action times across open source ┃ ┣━━ sentimany - many sentiment models, one repo ┃ ┣━━ tokenwiser - sklearn token tricks ┃ ┣━━ clumper - functional API for lists of dicts ┃ ┗━━ whatlies - exploration tools for word embeddings ┗━━ 👨💻 Employer ┣━━ 🍀 marimo - better Python notebooks ┃ ┣━━ mosync - async tools for microbatching in marimo ┃ ┗━━ datasette-marimo - datasette plugin for marimo ┣━━ 🎲 :probabl. - scikit-learn and friends ┃ ┣━━ scikit-churn - safety rails for churn work ┃ ┣━━ scikit-playtime - rethinking pipelines ┃ ┗━━ scikit-mdn - mixture density networks ┣━━ 💥 Explosion - developer tools for nlp ┃ ┣━━ prodigy-hf - Prodigy integration for the HuggingFace stack ┃ ┣━━ prodigy-pdf - Annotate PDFs via Prodigy ┃ ┣━━ prodigy-ann - ANN techniques to find relevant subsets ┃ ┣━━ prodigy-segment - Prodigy integration for Segment Anything ┃ ┣━━ prodigy-lunr - Search techniques to find relevant subsets ┃ ┣━━ prodigy-whisper - Transcribe audio with OpenAI's whisper models ┃ ┣━━ prodigy-tui - Prodigy from the terminal ┃ ┗━━ cluestar - inspiration for your first text labels ┗━━ 🤖 Rasa - conversational software provider ┣━━ nlu examples - custom nlu components for Rasa ┣━━ taipo - data augmentation tools ┗━━ algo whiteboard - nlp education Follow me on twitter @fishnets88
Solving problems involving data. AskMeAnything[tm].
- Amsterdam
- https://koaning.io
- @fishnets88
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human-learn
human-learn PublicNatural Intelligence is still a pretty good idea.
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