Sumit Dutta Email & Phone Number

Austin, Texas, 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.

San Francisco, Ca, Us

Performed natural language processing (NLP) using fuzzy search, tokenization, lemmatization, and sentiment analysis on 100k comments on trails in National Parks, to extract spatial and temporal insights on wildlife sightings.Used Selenium and Beautiful Soup to Web scrape 3 datasets with park species inventories and trail comments.Deployed a Web application at sumitdutta.com/ww/ that shows what wildlife one can expect to see in a park, specific to a time of year and place in the park, and an application on bike route safety, with interactive maps in Flask on AWS.

Santa Clara, California, Us

Owner of product yields for AMD’s full Ryzen desktop product portfolio, guiding the team based on data analyses.Implemented machine learning classifiers on >600k units in production, providing a growing >$500k ROI.- Engineered relevant features, including scaling and normalization, to predict downstream failures.- Developed a logistic regression model with Python scikit-learn, validated with ROCs with 0.9 AUC.- Assessed financial impact and explained to supply chain before diverting predicted failures in production.Recovered over $1M through systematic analysis and execution with test, assembly, and fab teams.Developed thermal test content on Advantest 93k ATE for Sort and FT on 5 products for characterization and production.Presented my research in the AMD Technology Showcase on thermal stability with temperature profiling for hot >4.5 GHz processors.Conducted data science experiment design on manufacturing upgrades reproducible on different products.- Analyzed the effect on yield of performance variation between dies in a package using JMP.- Used t-test to compare statistical significance of each type of measured difference on yield.- Developed toolset in Python to combine data from different dies in a package and trained users.

Cambridge, Ma, Us

Devised simulation and analytical models of magnetic domain wall devices based on experimental prototype devices for Boolean computing and convolutional neural networks; processed large datasets.Performed image processing with Python/Matlab on >100k magnetic images to reveal underlying physics.

Cambridge, Ma, Us

Used EDA tools to design and tape out chips with circuits made of nano-electromechanical (NEM) relays.Programmatically tested NEM relay circuits and characterized devices.Created flows for VLSI design of NEM relay systems, including an FPU, using commercial CMOS tools.

Santa Clara, California, Us

Developed simulation/conversion flows with Python and shell scripts to enable defect detection research.Contributed to the first standard cell-aware defect debug joint research effort, working with Mentor Graphics and AMD.

Santa Clara, California, Us

Developed Web application to track and facilitate collaboration on thousands of processor test patterns.

Santa Clara, California, Us

Performed scan (ATPG) debug, developing patterns in STIL for use on the automatic test equipment (ATE).

Champaign, Il, Us

Contributed to study on impact ionization in carbon nanotube transistors before breakdown.Developed instrumentation and analysis scripts for carbon nanotube FET characterization studies.Conducting carbon nanotube FET breakdown and optimization studies.Presented literature and research updates to group and ECE 110 class; wrote outreach summaries.

Leveraged SOA with AJAX and Web services to create Policy Health Check application for agents across the enterprise.Designed and presented a modernized online bill payments website to Senior VPs.Developed server-side backend PHP/C++ software for State Farm DRI+VIN iPhone application.

Determined and programmed method to discover new and improve existing double star orbital data using UCAC pixel data and Washington Double Star Catalog data

Greenbelt, Md, Us

Published annual eclipse canon along with dynamic interactive eclipse shadow path map mashupsWrote the currently live Sky Events Calendar with AJAX for scientists and amateurs

Wrote in C++/Fortran to identify minor planets in USNO CCD Astrograph Catalog (UCAC) observations using ephemerides from NASA/JPL orbital elements, and calculating O – C

Greenbelt, Md, Us

Redeveloped NASA Eclipse Home Page established new website standards for NASACompiled eclipse shadow paths overlaid on detailed world maps with GIS and eclipse canon charts

Doctor Of Philosophy (Phd), Electrical Engineering And Computer Science

Master Of Science, Electrical Engineering

Bachelor Of Science, Electrical Engineering