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Designing an ML Algorithm
Nov 28, 2021
Steps to follow when designing an algorithm that contains an ML-based component.
Choosing Optimization Criteria for ML
Oct 30, 2021
Considerations when defining the overall optimization criteria for an ML pipeline.
Metrics for Entity Resolution
October 29, 2021
A set of metrics to more accurately represent the performance of entity resolution algorithms.
Data Labelling is Not Trivial
Sep 22, 2021
A note on why dataset labelling is more complicated and more critical than you might think.
End-to-end Optimization of ML Algorithms
Sep 19, 2021
Considerations when defining the overall optimization criteria for an ML pipeline.
The Value of Algorithms
Sep 2, 2021
Why optimizing an ML algorithm's performance is not necessarily the same as optimizing the value that algorithm creates.