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Research and development (R&D) is crucial for the enhancement of industrial productivity, especially in the AI era, where the core aspects of R&D are mainly focused on data and models. We are committed to automating these high-value generic R&D processes through R&D-Agent, which lets AI drive data-driven AI. 🔗https://aka.ms/RD-Agent-Tech-Report

Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.

  • python
  • devops-tools
  • dotenv
  • 12-factor-app

pickleDB is an in memory key-value store using Python's orjson module for persistence. It can also use SQLite instead of orjson if needed.

The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).

  • shapley
  • shapley-value
  • owen
  • voting-classifier

NitroFE is a Python feature engineering engine which provides a variety of modules designed to internally save past dependent values for providing continuous calculation.

trycast parses JSON-like values whose shape is defined by TypedDicts and other standard Python type hints.

  • parsing
  • python
  • typechecking
  • runtime-typechecking

🧙 meiga is a Python µframework that provides a simple, fully typed, monad-based result type ➡️ Result[Value, Error].

  • monads
  • result-type
  • typing
  • python

A simple utility for the calculation and analysis of IP subnet values, designed to simplify network configuration tasks.