Articles by Valeriy Khakhutskyy


Cooking up machine learning models: A deep dive into the supervised learning pipeline

Learn the "secret sauce" of the Elastic ML supervised learning pipeline that enables users with no machine learning expertise to train accurate models.


Explaining anomalies detected by Elastic machine learning

A new feature in Elastic 8.6 offers a more detailed view into the anomaly detection scoring model. It explains the factors that influence the specific anomaly scores in your data.


Feature importance for data frame analytics with Elastic machine learning

Feature importance is a new capability in Elasticsearch machine learning that allows us to interpret and validate regression and classification models, which may be otherwise too complex to comprehend.