Execute notebooks in the cloud with zero infrastructure configuration
Introduction While Jupyter Notebooks allow us to move pretty fast and are well known for their exceptional …
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Which Pandas version did I use? Recover dependency versions from legacy notebooks
We found this cool research paper about notebook reproducibility and had to make it run in production. Most (90%) of the …
Which model is better? Improving ML model evaluation with combined plots
Comparing models is one of the essential steps in the Machine Learning workflow: we fit models with different …
Stop using 0.5 as the threshold for your binary classifier
To produce a binary response, classifiers output a real-valued score that is thresholded. For example, logistic …
Who needs MLflow when you have SQLite?
I spent about six years working as a data scientist and tried to use MLflow several times (and others as well) to track …
Evaluating clustering models with the elbow curve
Clustering techniques allow us to identify subgroups (or clusters) in data such that data points in each same cluster …
