Omri Mendels

Principal Data Science Manager, Commercial Software Engineering

Principal Data Scientist Manager at Microsoft's Commercial Software Engineering organization (Data & Applied Sciences team). Leading AI/ML projects with Microsoft's most strategic customers.

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Evaluation Framework for Information Extraction

In this blog post we cover the process, requirements, and the design of an evaluation framework for NLP and Information Extraction. We cover the reasoning behind such a framework, and discuss its implementation with examples from a Named Entity Recognition evaluation point of view.

Real-Time Time Series Analysis at Scale for Trending Topics Detection

This code story describes a collaboration with ZenCity around detecting trending topics at scale. We discuss the datasets, data preparation, models used and the deployment story for this scenario.

Unsupervised driver safety estimation at scale, a collaboration with Pointer Telocation

A scalable unsupervised approach for driver safety estimation on Pointer Telocation's dataset