Pushing the boundaries of AI through scalable Distributed Machine Learning.
Agnik Sparks Lab explores new directions and builds on existing ones to solve the next generation of large modeling and control problems. The Lab is backed by extensive expertise, award-winning distributed machine learning research, global innovation, and leadership.
Trusted by leading companies for large-scale machine learning deployments
Recognized for breakthrough innovations in distributed computing
Of continuous innovation in distributed machine learning research
Pioneers in privacy-preserving and scalable machine learning
solutions
Pushing the boundaries of distributed machine learning across three critical domains
Real-time analytics from vehicle health, driver behavior, fuel usage, and location data in order to optimize fleets and support wide range of connected car services.
Deals with automated algorithms for optimizing digital campaigns and computing bids in real-time advertisement-auctions for precise audience-targeting and efficient ad-buys.
Developing LLM models using state of the art scalable distributed machine learning algorithms to reshape language understanding and generative AI.
Our systematic approach to advancing distributed machine learning research
We begin with rigorous theoretical foundations, developing novel algorithms and mathematical frameworks for distributed learning systems.
Advanced simulation environments allow us to test our approaches across thousands of virtual nodes before real-world implementation.
We deploy and validate our systems in production environments, measuring performance, efficiency, and reliability metrics.
Results are openly published and peer-reviewed, feeding back into our research cycle for continuous improvement.
Each cycle builds upon previous learnings, driving continuous innovation in distributed machine learning
Leading experts in distributed machine learning, driving innovation at the intersection of AI and systems research
Co-Founder, President, & Head of Research
Dr. Hillol Kargupta is a co-founder and President of the Agnik Group of Companies. He is an IEEE Fellow. Read More
Agnik Spark Lab is a global team united by innovation, entrepreneurship,
excellence, and a strong commitment to ethics. Here is a picture of some
of the team members from Agnik India.
Stay updated with the latest insights, research findings, and industry developments in distributed machine learning
October 01, 2025
Agnik is a leading force in the rapidly growing U.S. Vehicle Analytics Market, offering AI-powered solutions for predictive maintenance, driver behavior, and fleet optimization. Leveraging big data, IoT, and machine learning, Agnik helps businesses boost efficiency, cut costs, and adapt to the evolving demands of connected, intelligent vehicle ecosystems.
September 15 - 19, 2025
The Agnik Sparks Lab organized the Discovery Challenge Program on predictive digital campaign management at the 2025 European Machine Learning (ECML/PKDD) conference. Agnik team released real-life campaign performance data and the participants developed scalable ML models to predict Click-Through Rates (CTR) and ad conversions.This was the first public release of Agnik’s campaign management data, supporting research in large-scale online advertising. Agnik Sparks Lab members published a paper in the proceedings of the conference.
September 08, 2025
Agnik is recognized as one of the top 10 key companies in vehicle analytics, empowers the industry with award-winning big data platforms for OEMs, insurers, and fleets. With the global market set to reach $27.73 billion by 2032, Agnik’s cutting-edge real-time analytics drive safer, smarter, and more connected mobility for all stakeholders.
April 21, 2020
Agnik was selected as a top-15 winner in The Global Hack for Fighting COVID-19 with its HealShare project. HealShare enables privacy-protected breath audio recordings via smartphones to detect breathing discomfort patterns globally. Agnik’s "Breathe@Vyncs" app feature leverages this technology, advancing safer, data-driven public health and mobility integration. Breathe@Vyncs App Makes COVID-19 Hackathon Finals.