- Cache Optimized Model Serving with Resource Constraints at IBM AI System’s Day (Oct 3rd, 2018).
- Deep Learning with Apache SystemML
- FireEye Inc (July 10, 2018).
- Boston University (Dec 5, 2018).
- Deep Learning meetup at IBM Almaden (Feb 21, 2018).
- Deep Learning and GPU capabilities in Apache SystemML at IBM CODAIT Brownbag (May 8, 2018).
- Coursera Instructor: Advanced Machine Learning and Signal Processing (part of Advanced Data Science with IBM Specialization).
- Deep Learning capabilities in SystemML at The Technical Leadership Exchange (TLE) / NorCal (February 28th, 2018).
- Challenges in scaling Deep Learning - High Performance Transactions Processing (HPTS 2017).
- Declarative, Large-Scale Machine Learning with Apache SystemML at KDD 2017 (co-presented with Prithviraj Sen).
- GPU-accelerated Deep Learning in Apache SystemML on Nov 14, 2016 at IBM Thomas J. Watson Research Center
- Accelerating Data Science with Apache SystemML
- Lunch talk (Oct 11, 2016) - Summary of Bay Area Deep Learning School (slides)
- Apache SystemML - Declarative Machine Learning at Scale
- Datapalooza at Austin (April 28, 2016)
- Rice University (April 29, 2016)
- University of California, Merced (October 7th, 2016)
- Apache SystemML Architecture Overview (Video on Youtube)
- Online Aggregation for Large MapReduce Jobs (Video on Vimeo or Dailymotion, Prezi slides, Blogpost, Paper, PDF slides)
- Spoken Topic Model (Paper, PDF slides)
- Tutorial on reinforcement learning (Video on Youtube, PDF slides, Blogpost)
- How MapReduce part of Hadoop works (i.e. system’s view) ? (Slides: PDF, Keynote), Youtube videos: