About

Hey there! I’m Eli Simhayev.

My interests are Time Series and Deep Learning. These days, I’m working on neuroscience, where I bring these two fields together. Before that, I worked as an ML Research Engineer at BeyondMinds, where my primary focus was Time Series analysis. I completed my M.Sc research at Ben-Gurion University, focusing on uncertainty estimation in deep learning. I’m passionate about applied research and ML systems on a big scale.

In my free time, I like to practice Vipassana meditation 🙂

Publications

• PIVEN: A Deep Neural Network for Prediction Intervals with Specific Value Prediction — by Eli Simhayev, Gilad Katz and Lior Rokach.

Blogs

In the past year, I contributed to Time Series Transformers in 🤗 Hugging Face:

• Yes, Transformers are Effective for Time Series Forecasting (+ Autoformer) — by Eli Simhayev, Kashif Rasul and Niels Rogge.
• Multivariate Probabilistic Time Series Forecasting with Informer — by Eli Simhayev, Kashif Rasul and Niels Rogge.

Medium

• Creating Configurable Data Pre-Processing Pipelines by Combining Hydra and Sklearn — by Eli Simhayev & Benjamin Bodner.

Contact

You can contact me at elisimhayev@gmail.com.