{"repo":"ZJUEarthData/Geochemistrypi","free":true,"listed":false,"github":"https://github.com/ZJUEarthData/Geochemistrypi","clone":"git clone https://github.com/ZJUEarthData/Geochemistrypi.git","description":"an open-sourced highly automated machine learning Python framework for data-driven geochemistry discovery","language":"Python","stars":115,"topics":["geochemistry","data-science","dash","fastapi","nodejs","reactjs","typer","flaml","mlflow","ray"],"license":"MIT","category":"machine-learning","readme_excerpt":"--- Online Documentation : https://geochemistrypi.readthedocs.io     Source Code : https://github.com/ZJUEarthData/geochemistrypi --- 📖 Table of Contents - ✨ Overview - ⚡ Quick Installation - 🔄 Quick Update - 📁 Data Preparation - 🏃 Running Examples - 🗺️ Roadmap - 🧠 Geochemistry π Mind Map - 👥 Team Info - 🤝 Join Us - 📚 In-house Materials - 🎬 In-house Videos - 🙏 Contributors - 📊 Project Statistics - ⭐ Support the Project ✨ Overview Geochemistry π is an open-sourced highly automated machine learning Python framework dedicating to build up MLOps level 1 software product for data-driven geochemistry discovery on tabular data. 🎯 Our goal : one data-mining run in 5 minutes, ten data-mining runs in 10 minutes. 🧩 Core Capabilities + Continuous Training + Machine Learning Lifecycle Management + Model Inference 🔑 Key Features + Easy to use: The automation of data mining process provides the users with simple number options to choose. + Extensible: It allows appending new algorithms through Scikit-learn with automatic hyper parameter searching by FLAML and Ray. + Traceable : It integrates MLflow to build special storage mechanism to streamline the end-to-end machine learning lifecycle. --- 📢 Latest Update : follow up by clicking Starred and Watch on our GitHub repository, then get email notifications of the newest features automatically. 💬 Note : Chatbot driven by multi-agent system is available in the right-bottom corner of Online Documentation with a blue but","default_branch":null,"files":null,"tree":[],"storefront":"/r/ZJUEarthData","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/ZJUEarthData/Geochemistrypi/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}