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A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

  • ai
  • fairness-ai
  • fairness
  • fairness-testing

Python dictionaries with advanced dot notation access

  • dictionaries
  • bunch
  • python-types
  • python

Read and analyze SEC EDGAR filings in Python. 10-K, 8-K, XBRL financials, Form 3/4/5, 13F, ADV — clean API, well-typed, MIT-licensed.

  • 10-k
  • 10-q
  • balance-sheet
  • edgar

🌐 The easiest way to parse and modify URLs in Python.

  • python
  • python3
  • url
  • urls

Serve large Qwen models fast on the GPUs you actually own. Qwen3.8-27B on a single 24 GB card with vLLM: 127 tok/s single-user (381 when the answer quotes the prompt), ~1,035 tok/s at 64 concurrent, 150k-262k context. vLLM patches, requant pipeline, benchmarks.

The animation engine for agents: blazingly fast math and 3D videos with Manim's Python API, on a Rust GPU core.