heatdrop.ai

A decade-old open-source platform for running ML competitions, now gently nudging users toward its own successor.

Trains models that guess how words sound, because you can't ship a pronunciation dictionary for every proper noun the user will invent.

A Python library that implements 1988-era Cellular Neural Networks for edge and corner detection—no GPUs required, just scipy and template math.

DIPY has spent a decade turning raw diffusion MRI data into maps of neural pathways that researchers actually argue about.

A C# SDK that once let game developers drop IBM's AI services into Unity projects, now left to community maintenance as IBM walks away.

Hyperbase turns natural language into recursive semantic hypergraphs—because triples weren't expressive enough for "Einstein first published the theory of relativity in 1905."

A reinforcement learning simulator that trades photorealism for Pythonic familiarity.

A static-site generator that scrapes HN, extracts article content, and feeds it to ChatGPT for summaries with auto-generated illustrations.

A research-backed Python toolkit for morphological analysis, dialect identification, and more—built by linguists who actually know Arabic.

A lightweight, rule-based intent parser for voice assistants that trades ML complexity for explicit control.

A Python toolkit that bundles seven classic metaheuristics into a uniform inheritance-based API for rapid prototyping.

A zero-dependency port of a Rust/JS language detector that uses trigram frequency tables to figure out what you're writing.

A Python meta-heuristic library that's been handed off, leaving this repo as a redirect with historical baggage.

A genetic algorithm that evolves Brainfuck programs by rewarding console output that looks like the target string.

A C++ spellchecker that uses surrounding words to pick better corrections, wrapped in bindings for half a dozen languages.

A self-contained Java pipeline that handles the messy reality of Vietnamese text: spaces don't mean what you think they mean.

A wrapper around Apple's Speech framework that replaces boilerplate with view modifiers and Combine publishers.

INCEpTION is a collaborative text-annotation platform with built-in recommender systems and knowledge-base integration for NLP and ML workflows.

A local semantic search engine that lets developers query Stack Exchange dumps without opening a browser—or needing a network connection.

A Python library that converts between Chinese numerals and Arabic digits, including the messy real-world stuff like dates, fractions, and temperatures.