Avishek Kumar

Senior Data Scientist II

Chicago, Illinois, United States
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Summary

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Avishek Kumar is a Senior Data Scientist with 12 years of experience applying machine learning and high-performance computing to personalized medicine, public policy, and social-good projects. He has built and deployed production ML systems for healthcare retention, lead-hazard detection, water infrastructure risk, and recidivism, partnering with city and state agencies and earning recognition like the Academy Health Local/State Innovation Prize. Comfortable across R, Python, C/C++, SQL, and parallel programming, he scaled solutions on large clusters and even administered a 1408-node supercomputer during his research career. An active educator and mentor, he teaches executive data-science courses for government leaders and has a track record of classroom and graduate mentoring at ASU. His open-source contributions include a hands-on NLP tutorial for the widely used "Hitchhiker's Guide to Data Science for Social Good," highlighting both practical tooling and clear technical communication.
code12 years of coding experience
job13 years of employment as a software developer
bookDoctor of Philosophy (Ph.D.) Physics, Doctor of Philosophy (Ph.D.) Physics at Arizona State University
bookBachelor of Science (B.S.) Physics, Bachelor of Science (B.S.) Physics at Carnegie Mellon University
bookHigh School Diploma, High School Diploma at Blair Academy
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Stackoverflow

Stats
1reputation
0reached
0answers
0questions
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Github Skills (8)

scikit-learn10
nltk10
machine-learning10
nlp10
python10
text-analysis10
tf-idf10
scikit10

Programming languages (7)

JavaShellTeXJavaScriptJupyter NotebookPythonEmacs Lisp

Github contributions (5)

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dssg/hitchhikers-guide

Oct 2016 - Oct 2019

The Hitchhiker's Guide to Data Science for Social Good
Role in this project:
userData Scientist
Contributions:96 commits, 104 PRs, 73 pushes in 3 years
Contributions summary:Avishek contributed a text analysis tutorial, demonstrating expertise in natural language processing and machine learning. They implemented data loading, preprocessing steps (like tokenization, stop-word removal, and stemming), and built a model using techniques like TF-IDF and LDA (Latent Dirichlet Allocation). This included writing the tutorial, explaining the steps of text analysis, and using Python libraries like NLTK and scikit-learn to perform the tasks, and providing relevant context.
pythonsciencedata-sciencemachine-learningdssg
avishekrk/DFI

Oct 2014 - Oct 2019

Dynamic Flexibility Index -- Python Library for studying structural dynamics of proteins
Contributions:1 release, 402 commits, 23 PRs in 5 years
for-studyingpython-libraryproteinspythonstudying
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Avishek Kumar - Senior Data Scientist II