Federal Home Loan Mortgage Corporation (freddie Mac)

Chengcheng Xiong

Keenan Moukarzel

Tatyana Krol

In an illustrative embodiment, systems and methods for predicting network service outages gather log data from processes executing on computing device(s), produce training data from the log data for training tree-based machine learning model(s) and metrics calculated therefrom, periodically apply data sets derived from future log data and metrics calculated therefrom to the machine learning model(s) to predict critical error(s)/system outage(s), and periodically update the trained machine learning models using the periodically applied data sets.

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Fairfax, VA, United States of America

Chengcheng Xiong