Eliya Cohen
Senior Data Scientist / Machine Learning Engineer
Summary
Senior Data Scientist / Machine Learning Engineer offering advanced expertise in statistical, deep learning, and state-of-the-art machine learning models. Proficient in NLP, Audio, and Time Series models with a proven track record. Committed team player dedicated to achieving applied business objectives.
Overview
8
8
years of professional experience
2
2
Languages
Work History
Senior Data Scientist /Machine Learning Engineer
Harmonya
11.2022 - Current
- Designed and developed an end-to-end AutoML pipeline, including training hundreds of ML models, fine-tuning transformer models, few-shot models (such as SetFit), and fine-tuning LLMs.
- Researched and developed extraction models using fine-tuning LLMs.
- Led and managed the development and research of a major company product.
- Developed a monitoring system utilizing advanced statistical methods to ensure model performance stability.
Data Scientist & Machine Learning Engineer
Unit 8200
1 2020 - 11.2022
- Researched and developed deep learning methods in the field of ASR (automatic speech recognition). Worked with SOTA models to solve real-world NLP problems.
- Designed and built end-to-end pipelines deep / machine learning systems from data research and training to production at large-scale scenarios.
Data Scientist
Unit 8200
04.2018 - 01.2020
- Applied Deep Learning ML models and statistical methods to improve bottlenecks.
- Utilized advanced querying, visualization, and analytics tools to analyze and process complex data sets.
Python Developer
Unit 8200
10.2016 - 04.2018
- Development an end-to-end system - frontend & backend.
Education
Master of Science - Industrial Engineering
Tel Aviv University
10.2018 - 2022.05
Skills
Machine learning & Deep Learning
NLP / LLMs / Audio
Python
Pytorch
SQL / NoSQL
Statistical modeling
Timeline
Senior Data Scientist /Machine Learning Engineer
Harmonya
11.2022 - Current
Master of Science - Industrial Engineering
Tel Aviv University
10.2018 - 2022.05
Data Scientist
Unit 8200
04.2018 - 01.2020
Python Developer
Unit 8200
10.2016 - 04.2018
Data Scientist & Machine Learning Engineer
Unit 8200
1 2020 - 11.2022
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