Ofir is a machine learning engineer at Lemonade. She's experienced with big data technologies & pipelines, server side development and machine learning infrastructures. In her previous roles Ofir was a software engineer, big data developer, and ML engineer at Yotpo and NICE Ltd. She lectures at SheCodes organisation, a tech blogger, and holds B.Sc in computer science from TAU.
Machine Learning Engineer
Tel Aviv, Israel
Can also give an online talk/webinar
Paid only. Contact speaker for pricing!
How to make your ML models Production Ready
Data / AI / ML, Software Engineering
When we begin to design a data science infrastructure, many questions come to mind. What's our ML lifecycle? What are the challenges in building our ML platform? How do we manage feature engineering and serving? In this talk Ofir Ventura will share a special use case to demonstrate the technical details of a data science platform architecture, where its impact was deploying models faster to production, support scale and observability of models performance. Ofir will present an overview of the architecture, common tools and insights on the process from her unique point of view.