Ayush Kumar
Principal ML Scientist | Building & Deploying Production-Grade AI Systems | From Classical ML to GenAI Agents | Lets Educate All Foundation
- Role
- Principal Member of Technical Staff at At&t Labs, Inc
- Location
- Middletown, NJ, US
- LinkedIn followers
- 500 followers
About Ayush Kumar
I’m a Principal Machine Learning Scientist with deep experience building and deploying production-grade ML systems across large-scale tabular, text (NLP), and multimodal data.Over the years, I’ve worked across the full ML lifecycle problem formulation, data strategy, model design, training at scale, evaluation, and production deployment—with a strong focus on real-world impact.My work spans classical machine learning, deep learning, foundation models, and GenAI/agentic systems, where I’ve led initiatives that translate cutting-edge research into enterprise-scale solutions, driving scientific discovery, operational efficiency, and decision intelligence.I enjoy operating at the intersection of research and engineering, mentoring teams, setting technical direction, and partnering closely with stakeholders to turn ambiguous problems into scalable ML solutions.
Experience
Principal Member of Technical Staff
Nov 2023 — Present
Education
Stony Brook University
Master of Science - MS, Computer Science
2014 — 2020
Stony Brook University
Doctor of Philosophy (Ph.D.), Computer Science
2015 — 2020
Skills
- Computer Vision
- Opencv
- Data Visualization
- Algorithms
- R
- Image Processing
- C++
- Data Analysis
- Matlab
- Html
- Image Analysis
- Machine Learning
- Gpu
- Python
- Pattern Recognition
- Data Science
- Javascript
- Digital Signal Processing
- Data Structures
- C
- Programming
- Information Visualization
- Linux
- Medical Imaging
- Eye Tracking
- Visual Analytics
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