Sameer Singh
CTO at Envive AI | Professor at UC Irvine
- Role
- Full Professor at Envive Ai
- Location
- Irvine, CA, US
- LinkedIn followers
- 500 followers
About Sameer Singh
Sameer is an Professor of Computer Science at the University of California, Irvine (UCI) and the CTO of Spiffy AI. He is working primarily on the robustness and interpretability of machine learning algorithms and models that reason with text and structure for natural language processing. He has received the NSF CAREER award, selected as a DARPA Riser, UCI Distinguished Early Career Faculty award, and the Hellman Faculty Fellowship. His group has received funding from Allen Institute for AI, Amazon, NSF, DARPA, Adobe Research, Hasso Plattner Institute, NEC, Base 11, and FICO. Sameer has published extensively at machine learning and natural language processing venues and received conference paper awards at KDD 2016, ACL 2018, EMNLP 2019, AKBC 2020, ACL 2020, and NAACL 2022. Selected Papers: LIME: Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin.\"Why Should I Trust You?\": Explaining the Predictions of Any Classifier. Knowledge Discovery and Data Mining (KDD). 2016 AutoPrompt: Taylor Shin, Yasaman Razeghi, Robert L. Logan IV, Eric Wallace, Sameer Singh. AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts. Empirical Methods in Natural Language Processing (EMNLP). 2020 CheckList: Marco Tulio Ribeiro, Tongshuang Wu, Carlos Guestrin, Sameer Singh. Beyond Accuracy: Behavioral Testing of NLP models with CheckList. Association for Computational Linguistics (ACL). 2020 Anchors: Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin. Anchors: High-Precision Model-Agnostic Explanations. Conference on Artificial Intelligence 2018
Experience
Full Professor
Jul 2024 — Present
Education
Vanderbilt University
MS
2004 — 2007
University of Massachusetts, Amherst
PhD
2008 — 2014
Sardar Patel Vidyalaya
High School
1988 — 2000
Netaji Subhas Institute of Technology (NSIT)
B.E.
2000 — 2004
Skills
- Programming
- Computer Science
- Algorithms
- Robotics
- Information Extraction
- Artificial Intelligence
- Matlab
- Scala
- Large Scale Systems
- Distributed Systems
- Python
- Java
- Natural Language Processing
- C++
- Machine Learning
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