From startups to legacy brands, you're making your mark. We're here to help.
Key Links
Prepare for future growth with customized loan services, succession planning and capital for business equipment.
Key Links
Institutional Investing
Serving the world's largest corporate clients and institutional investors, we support the entire investment cycle with market-leading research, analytics, execution and investor services.
Key Links
Providing investment banking solutions, including mergers and acquisitions, capital raising and risk management, for a broad range of corporations, institutions and governments.
Key Links
A uniquely elevated private banking experience shaped around you.
Whether you want to invest on your own or work with an advisor to design a personalized investment strategy, we have opportunities for every investor.
Explore a variety of insights.
Key Links
Insights by Topic
Explore a variety of insights organized by different topics.
Key Links
Insights by Type
Explore a variety of insights organized by different types of content and media.
Key Links
We aim to be the most respected financial services firm in the world, serving corporations and individuals in more than 100 countries.
Key Links
Carnegie Mellon University, Machine Learning Department, Advisors : Zachary Lipton and Sivaraman Balakrishnan
Saurabh Garg is a third-year Ph.D. student in the Machine Learning Department at Carnegie Mellon University, advised by Zachary Lipton and Sivaraman Balakrishnan.
Saurabh is interested in building robust and deployable machine learning systems. The primary focus of his research is to improve and evaluate deep learning models in the face of distribution shifts. Machine learning algorithms are typically developed and evaluated under simplistic assumptions that are often violated in practice. Saurabh is interested in understanding the behavior of machine learning models in real-world scenarios and building provable methods to make progress towards relaxing simplifying assumptions in order to make robust and trustworthy models.
Before Saurabh started his Ph.D., he received his bachelor’s degree from the Indian Institute of Technology (IIT) Bombay, majoring in Computer Science and Engineering.
You're now leaving J.P. Morgan
J.P. Morgan’s website and/or mobile terms, privacy and security policies don’t apply to the site or app you're about to visit. Please review its terms, privacy and security policies to see how they apply to you. J.P. Morgan isn’t responsible for (and doesn’t provide) any products, services or content at this third-party site or app, except for products and services that explicitly carry the J.P. Morgan name.