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πŸ»β€β„οΈ Machine learning and data monitoring

Past due by about 1 year 60% complete

The target is to have a full-featured machine learning and data monitoring platform with explainability features.

High level we should be able to:
πŸ‘‰ cover all tabular data metrics for data quality
πŸ‘‰ all machine learning monitor metrics for classification and regression models
πŸ‘‰ data and context drifting for machine learning models
πŸ‘‰ XAI / feature importan…

The target is to have a full-featured machine learning and data monitoring platform with explainability features.

High level we should be able to:
πŸ‘‰ cover all tabular data metrics for data quality
πŸ‘‰ all machine learning monitor metrics for classification and regression models
πŸ‘‰ data and context drifting for machine learning models
πŸ‘‰ XAI / feature importance for one data point and whole inference set
πŸ‘‰ choose where to get training and inference set (S3 and SQL)
πŸ‘‰ full-featured UI that you can configure all the above
πŸ‘‰ full-featured SDK that you can configure all the above

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