Talks
Collection of talks and presentations from over the years given by me and my team members on our joint work.
Recent Conferences and Workshops
- Operationalizing Responsible AI in Large-Scale Organizations (Slides coming soon)
Trusted AI Summit, 2022
San Francisco, CA, USA. June 2022.
Related live chat with DataEthics4All Founder - Looking Beyond Theory; Considerations & Best Practices for Operationalizing Ethical AI in Industry (Panel Discussion)
AI Ethics Summit 2022
San Francisco, CA, USA. February 2022. - Efficient Vertex-Oriented Polytopic Projection for Web-scale Applications (Slides coming soon)
36th AAAI Conference on Artificial Intelligence (AAAI 2022)
Virtual Event, February 2022. - Achieving Fairness in Large-Scale Recommender Systems (Slides)
CM Statistics 2021
London, UK. (Virtual Event) December 2021. - INFORMS 2021 (Slides)
Anaheim, CA, USA. October 2021. - Microsoft Research Summit (Slides)
Bangalore, India (Virtual Event), September 2021. - Personalized Treatment Selection using Causal Heterogeneity (Slides)
The Web Conference, (WWW) 2021
Ljubljana, Slovenia (Virtual Event), April 2021. - Tutorial on Bayesian Optimization for Balancing Metrics in Recommender Systems (Webpage)
ICJAI 2020
Yokohama, Japan. (Virtual Event) January 2021. - A/B Testing in Dense Large-Scale Networks: Design and Inference (Slides)
2020 Conference on Neural Information Processing Systems (NeurIPS 2020)
Spotlight Presentation
Virtual Event, December 2020. - INFORMS 2020 (Slides)
Washington D.C, USA. November 2020. - 2020 Bay Area Machine Learning Symposium. (BayLearn 2020) (Slides)
Virtual Event. October 2020. - ECLIPSE: Extreme-Scale Linear Programs for Web-Applications
- Evaluating Fairness using Permutation Tests (Slides)
26rd SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2020)
Virtual Event, August 2020. - Rise of the Machines: Removing the Human-in-the-Loop
2020 USENIX Conference on Operational Machine Learning (OpML '20')
Virtual Event, August 2020. - ECLIPSE: Extreme-Scale Linear Programs for Web-Applications (Slides)
37th International Conference in Machine Learning (ICML 2020)
Virtual Event, July 2020. - INFORMS 2019 (Slides)
Seattle, WA, USA. September 2019. - 2019 Bay Area Machine Learning Symposium. (BayLearn)
Pinterest, San Francisco, CA, USA. October 2019. - Personalization and Optimization of Decision Parameters via Heterogenous Causal Effects (Poster)
- A/B Testing in Dense Large-Scale Networks: Design and Inference (Slides) (Poster)
- ML Platform Meetup: Infra for Contextual Bandits and Reinforcement Learning (Slides, Medium Blog Post)
Netflix, Los Gatos, CA, USA. September 2019 - 2018 Bay Area Machine Learning Symposium. (BayLearn) (Poster)
Menlo Park, CA, USA. October 2018 - Online Parameter Selection for Web-Based Ranking (Slides)
24rd SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2018)
London, UK. August 2018.
- Large Scale Quadratically Constrained Quadratic Program via Low-Discrepancy Sequences (Poster)
2017 Conference on Neural Information Processing Systems (NIPS 2017)
Long Beach, CA, USA. December 2017. - 2017 Bay Area Machine Learning Symposium. (BayLearn) (Slides)
Apple HQ, Cupertino, CA, USA. October 2017.
Past Talks
- Workshop on Quasi-Monte Carlo and High-Dimensional Sampling Methods for Applied Mathematics.
Duke University, Durham, NC, USA. August 2017 - Asymptotic Normality of Scrambled Geometric Nets (Slides)
12th International Conference on Monte-Carlo and Quasi-Monte Carlo Methods in Scientific Computing
Stanford University, USA. August 2016 - Workshop on Discrepancy Theory (Slides)
Varenna, Italy. June 2016 - Conference on Information Based Complexity (Slides)
Bedlewo, Poland, April 2015 - Workshop on Discrepancy Theory (Slides)
ICERM, Brown University, October 2014 - 11th International Conference on Monte-Carlo and Quasi-Monte Carlo Methods in Scientific Computing (MCQMC 2014) (Slides)
KU Leuven, Belgium, April 2014. - 10th IAPR Workshop on Document Analysis Systems
Gold Coast, Australia, April 2012. - United States Conference on Teaching of Statistics (USCOTS 2009)
Ohio State University, June 2009.