Sumit Dutta
Data Scientist and Electrical Engineer
- Role
- Data Scientist Product Developer at Indeed
- Location
- Cambridge, MA, US
- LinkedIn followers
- 500 followers
About Sumit Dutta
Product engineer with research experience in applied physics and industry experience in…
Experience
Data Scientist Product Developer
Jan 2020 — Present · Austin, TX, US
Designed and deployed machine learning regression models in production, to predict jobseeker activity and recruitment costs, using scikit-learn pipelines in a Python/SQLAlchemy system with a Flask-ReSTful API and Cronjobs.Increased R2 by 15% in recruitment cost predictions, innovating engineered features with empirical Bayes methods.Developed a company-wide system to track machine learning models, while securing buy-in from multiple teams.Modeled churn with logistic regression and analyzed business impact and performance of machine learning models.Gave technical direction and collaborated on a major subteam effort, while updating product stakeholders clearly.
Education
University of Illinois Urbana-Champaign
Bachelor of Science, Electrical Engineering
2007 — 2011
Massachusetts Institute of Technology
Master of Science, Electrical Engineering
2011 — 2013
Massachusetts Institute of Technology
Doctor of Philosophy (PhD), Electrical Engineering and Computer Science
2013 — 2017
Skills
- Matlab
- Image Processing
- Verilog
- Pspice
- Latex
- Signal Processing
- Mathematica
- Simulink
- Labview
- Vhdl
- Simulations
- Characterization
- Fpga
- C
- Programming
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