Experience

Diagnostic Robotics

• United States
• Hospitals and Health Care
• 1 - 100 Employee

• ML Infrastructure Team Lead

  • Mar 2021 - Present

  Leading a team of Machine Learning engineers and Data engineers responsible of our company's ML infrastructure.During the last few years we've:* Implemented model evaluation capabilities to monitor our performance overtime* Implemented impact evaluation infrastructure to measure the success of assigning patients to intervention programs based on our models recommendations. Implemented a matching and comparison capabilities to support this process* Optimized key parts of our pipeline to execute data transformations at scale (using Ibis framework and Snowflake)* Implemented a self-service platform to perform common and ad-hoc analyses tasks* Implemented a self-service configuration management system to enable experimentations by our Medical team members* Used Helm charts to manage our infrastructure components (ArgoCD, Argo Workflows, MLFlow, internal Streamlit applications, etc.) Show less

• Machine Learning Engineer

  • Sep 2020 - Mar 2021

  Build ML pipelines to migrate our POC's results into production grade products.Worked with large scale medical datasets stored in Snowflake.Built a model training and serving pipelines, using mainly MLFlow and Argo workflows.Built an in-house feature store infrastructure that handles the calculation and storage of required features.Automated our data ingestion process that is responsible of taking billions of medical claims records of multiple customers and transforming them into a single format that our ML pipelines can consume. Show less

• Senior Software Engineer

  • Mar 2020 - Sep 2020

  Owned a tech-lead position at the R&D core-team - responsible for system architecture, resilience, performance, code standards.



HYPR by Julius

• United States
• Technology, Information and Internet
• 1 - 100 Employee

• Software Engineering Team Lead

  • Mar 2019 - Feb 2020

  Leading a team of software engineers developing both the main product of the company (Python & React based web application), and the data pipelines that collected and processed TB's of data on a daily basis.Hands on experience in designing and implementing large scale architectures and scalable services.

• Senior Software Engineer

  • Feb 2017 - Mar 2019

  Developed in python (Djagno), nodeJS, React on the web application part and related client facing services.Worked with large scales of data using AWS EMR (Hive, Spark) and AWS Athena over S3.Implemented and designed scalable workflows over RabbitMQ and Redis.Hands on experience with configuring CI operations and automated deployment processes.Experienced in web scraping (Python, Scrapy) and high loads of streaming data.



IDF

• Israel
• Defense and Space Manufacturing
• 700 & Above Employee

• Backend team leader

  • Oct 2014 - Dec 2016

  Led a team of 4 developers. worked on a large scale web application developed in AngularJs and C#.

• Vice team leader in infrastructures development

  • Nov 2013 - Oct 2014

  Designing the migration of an existing large scale system, from a Desktop app to a Web Application.Hands on experience with large scale system architecture. Designing and implementing scalable and high performance solutions (Exadata,Caching,ElasticSearch).

• IDF officers course

  • Apr 2013 - Nov 2013

• Developer

  • Oct 2010 - Apr 2013

  Developed desktop and web applications using .Net framework and JQuery.

• Mamram programming course

  • Mar 2010 - Sep 2010