whylogs
Data Logger Library
A library that enables data scientists and machine learning engineers to log and analyze their datasets in real-time, providing insights into data quality and model performance.
An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈
3k stars
34 watching
121 forks
Language: Jupyter Notebook
last commit: almost 2 years agoLinked from 2 awesome lists
ai-pipelinesanalyticsapproximate-statisticscalculate-statisticsconstraintsdata-constraintsdata-pipelinedata-qualitydata-sciencedataopsdatasetloggingmachine-learningml-pipelinesmlopsmodel-performancepythonstatistical-properties
kelvins/awesome-mlopsRelated projects:
| Repository | Description | Stars |
|---|---|---|
 voxel51/fiftyone | Improves machine learning workflows by enabling faster and more effective data visualization and model interpretation | 8,980 |
 huggingface/datasets | A tool providing efficient data manipulation and loading for machine learning models | 19,349 |
 pandas-dev/pandas | A powerful data analysis toolkit for Python that provides flexible and expressive data structures for efficient data manipulation and analysis. | 44,052 |
 cleanlab/cleanlab | Automates data quality checks and model training with AI-driven methods to improve machine learning performance | 9,820 |
 lux-org/lux | A Python library that automates data exploration by recommending visualizations and suggesting next steps based on user interest | 5,226 |
 evidence-dev/evidence | Builds fast and interactive data visualizations as code using markdown and SQL | 4,632 |
 datatalksclub/mlops-zoomcamp | Teaches practical aspects of productionizing ML services | 11,227 |
 mlflow/mlflow | A platform for managing machine learning projects from inception to deployment | 19,021 |
 logseq/logseq | A knowledge management and collaboration platform with tools for organizing, annotating, and connecting notes and content. | 33,743 |
 pair-code/lit | An interactive tool for analyzing and understanding machine learning models | 3,500 |
 oegedijk/explainerdashboard | A Python library for building interactive dashboards to explain machine learning models | 2,321 |
 ianarawjo/chainforge | An environment for battle-testing prompts to Large Language Models (LLMs) to evaluate response quality and performance. | 2,413 |
 spotify/chartify | A Python library for creating charts with a consistent input data format and intuitive API | 3,546 |
 rhiever/data-analysis-and-machine-learning-projects | A repository of teaching materials, code, and data for various data analysis and machine learning projects. | 6,153 |
 teamhg-memex/eli5 | A Python library for explaining and inspecting machine learning model predictions | 2,763 |