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Lambdo is a workflow engine which simplifies data analysis by combining in one analysis pipeline * Feature engineering and machine learning: Lambdo does not di
by asavinov 8y ago
Lambdo is a workflow engine which simplifies data analysis by combining in one analysis pipeline
* Feature engineering and machine learning: Lambdo does not distinguish them and treats them as data transformations
* Model training and prediction: both feature definitions and ML models can be trained as part of one workflow
* Table population and column evaluation: workflow consists of nodes of these two types. This makes it similar to Bistro: https://github.com/asavinov/bistro https://github.com/asavinov/bistro
Lambdo is intended for the following use cases:
* Numerous derived features with parameters derived from the data
* Regular re-training is required by using the same features as those to be used during prediction
* Time series analysis because it is where the quality of derived features is especially important
* Customization via user-defined Python functions