{"repo":"BBVA/mercury-monitoring","free":true,"listed":false,"github":"https://github.com/BBVA/mercury-monitoring","clone":"git clone https://github.com/BBVA/mercury-monitoring.git","description":"mercury-monitoring is a library to monitor data and model drift","language":"Jupyter Notebook","stars":16,"topics":["machine-learning","monitoring","python"],"license":"Apache-2.0","category":"analytics","readme_excerpt":"mercury-monitoring mercury-monitoring is a library to monitor data and model drift. It contains a set of utilities which you can use for detecting in advance whether the statistical properties of your data have changed and whether your model's performance is getting worse. Among others, you can check things like: - Changes in your entire data distribution (P(X)) - Changes in your marginals (i.e. individual features P(Xi)) - Estimated performance of your model when you don't have access to the true labels and take the actions you consider pertinent (e.g. retrain your model on more recent data, generate alerts, etc.). Most of the classes for detecting drift have a calculate drift() method which will yield the predicted result on whether drift has been detected or not. Usage example Feel free to explore more of the drift detectors and use the most appropriate for your use case. Documentation We encourage you checking the documentation of this package at: https://bbva.github.io/mercury-monitoring/site/ and taking a look at the available notebook tutorials. Mercury project at BBVA Mercury is a collaborative library that was developed by the Advanced Analytics community at BBVA. Originally, it was created as an InnerSource project but after some time, we decided to release certain parts of the project as Open Source. That's the case with the mercury-monitoring package. If you're interested in learning more about the Mercury project, we recommend reading this blog post from www.bbva","default_branch":null,"files":null,"tree":[],"storefront":"/r/BBVA","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/BBVA/mercury-monitoring/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."}