{"repo":"polyaxon/traceml","free":true,"listed":false,"github":"https://github.com/polyaxon/traceml","clone":"git clone https://github.com/polyaxon/traceml.git","description":"Engine for AI/ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.","language":"Python","stars":534,"topics":["pandas","pandas-summary","dataframes","data-science","spark","dask","plotly","statistics","matplotlib","data-profiling"],"license":"Apache-2.0","category":"dashboards-admin","readme_excerpt":"TraceML Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon. Install If you would like to use the tracking features, you need to install polyaxon as well: [WIP] Local sandbox Coming soon Offline usage You can enable the offline mode to track runs without an API: Or passing the offline flag Simple usage in a Python script Integration with deep learning and machine learning libraries and frameworks Keras You can use TraceML's callback to automatically save all metrics and collect outputs and models, you can also track additional information using the logging methods: PyTorch You can log metrics, inputs, and outputs of Pytorch experiments using the tracking module: Tensorflow You can log metrics, outputs, and models of Tensorflow experiments and distributed Tensorflow experiments using the tracking module: Fastai You can log metrics, outputs, and models of Fastai experiments using the tracking module: Pytorch Lightning You can log metrics, outputs, and models of Pytorch Lightning experiments using the tracking module: HuggingFace You can log metrics, outputs, and models of HuggingFace experiments using the tracking module: Tracking artifacts Tracking DataFrames Summary An extension to pandas dataframes describe function. The module contains DataFrameSummary object that extend describe() with: - properties - dfs.columns stats: counts, uniques, missing, missing perc, and type per column - dsf.columns types: a count of the types ","default_branch":null,"files":null,"tree":[],"storefront":"/r/polyaxon","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/polyaxon/traceml/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."}