{"repo":"NannyML/nannyml","free":true,"listed":false,"github":"https://github.com/NannyML/nannyml","clone":"git clone https://github.com/NannyML/nannyml.git","description":"nannyml: post-deployment data science in python","language":"Python","stars":2147,"topics":["machine-learning","ml","mlops","performance-monitoring","data-science","monitoring","python","data-drift","model-monitoring","data-analysis"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"Website • Docs • Community Slack 💡 What is NannyML? NannyML is an open-source python library that allows you to estimate post-deployment model performance (without access to targets), detect data drift, and intelligently link data drift alerts back to changes in model performance. Built for data scientists, NannyML has an easy-to-use interface, interactive visualizations, is completely model-agnostic and currently supports all tabular use cases, classification and regression . The core contributors of NannyML have researched and developed multiple novel algorithms for estimating model performance: confidence-based performance estimation (CBPE) and direct loss estimation (DLE). The nansters also invented a new approach to detect multivariate data drift using PCA-based data reconstruction. If you like what we are working on, be sure to become a Nanster yourself, join our community slack and support us with a GitHub star ⭐. ☔ Why use NannyML? NannyML closes the loop with performance monitoring and post deployment data science, empowering data scientist to quickly understand and automatically detect silent model failure . By using NannyML, data scientists can finally maintain complete visibility and trust in their deployed machine learning models. Allowing you to have the following benefits: - End sleepless nights caused by not knowing your model performance 😴 - Analyse data drift and model performance over time - Discover the root cause to why your models are not performing as","default_branch":null,"files":null,"tree":[],"storefront":"/r/NannyML","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/NannyML/nannyml/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."}