As a true dataist, I've has been exploring “data swamps” for over 10 years. Currently, I'm guiding international enterprises as well as small startups to uncover the previously unseen bits of insights which drive business forward. I specialize in translating non-technical business needs into reproducible machine learning applications mainly in time series forecasting in various domains.
Data Scientist & BI Specialist
Tel Aviv, Israel
Can also give an online talk/webinar
Paid only. Contact speaker for pricing!
Data Shift - What They Didn’t Teach You in School
Data / AI / ML, Soft Skills, Product
The key assumption in machine learning is that your training dataset and the real world data have similar distributions. But what happens when this is not the case? Unidentified data shifts result in poor model performance and delays in deliverables as a result of misdirected model tuning approaches. In this session we will discuss the importance and methods of identifying shifts in your datasets as well as break down the different types of shifts and their effect on model accuracy. We will explore practical solutions of handling machine learning problems with shifted data in order to achieve more robust and production ready models with higher reliability.