Building something new. Generative AI: NLP and VisionML Research Advisor: Working with various start-ups, VC's . Sample of clients include: Expa, Camp.org, https://www.layer.art/.

Eight sleep pod named in Time Magazine Top 100 Inventions of 2019https://time.com/collection/best-inventions-2019/5733067/eight-sleep-pod/https://techcrunch.com/2021/08/30/eight-sleep-raises-86m-as-its-smart-mattress-and-sleep-fitness-technology-approach-500m-valuation/https://www.builtinnyc.com/2020/02/24/how-ai-and-machine-learning-drive-decision-making

Disrupting healthcare with ML: curai.comNLP, language models, semantic similarity, sentence/paragraph/document representations, language understanding, dialogue systems, NER, knowledge extraction.

Deep learning for self driving cars. models for perception. Computer Vision.

Founding member of Machine learning team in Seattle that built Uber’s ML platform https://eng.uber.com/michelangelo/Scalable ML algorithms: Deep learning, probability calibration, timeseries forecasting, regression, classification, clustering.

Windows Azure - StorageWorked on the structured storage backend of the massively scalable and available distributed storage service for Microsoft’s cloud platform.

Hyper-V team, Senior Software Design EngineerWindows Hypervisor developer. Designed and developed several key features in Windows7 and Windows8 Hypervisor. One of the first few members when the group was formed.

Virtual PC, Virtual Server team.Worked on VMM, guest OS instruction patching, emulation.