Products Shipped:• Stay tuned...

Products Shipped:• Windows 10 Mixed Reality (2017)• Unsupervised entity extraction on industrial scale natural language data• Event driven framerate & reprojection metrics + dashboards for VR applications• Attribution of VR display failures from Windows events• Attribution of speech recognition latency from Windows events (1000+ features) using boosted decision tree models & SHAP analysis

Products Shipped:• Windows 10 (2015-2017)• HoloLens (2016)Impact:• Influence product decisions that promote user engagement & growthProduct telemetry pipeline• User engagement & reliability models. Dashboards (retention, churn, latency, failure rates)• Data pipeline architecture -- filtering, enriching, and structuring 10+ TB of data dailytools: C#, Scope (U-SQL), Cosmos (batch map-reduce), Azure SQL Data Warehouse, SSAS Tabular (in-memory columnar DB), PowerBI, T-SQL, Python, Pandas/Numpy/Scipy, Catboost, Xgboost, Git

Products Shipped:• Xbox One (Holiday 2013-2014)Program Manager delivering the Kinect audio pipeline shipping in Xbox One. The audio pipeline processes the audio signal from the Kinect microphone array - used by speech recognition and voice chat (e.g. Skype) applications.Primary author for v1 of the Windows speech hardware guidelines: https://docs.microsoft.com/en-us/windows-hardware/design/component-guidelines/audio

Products Shipped:• Voice Studio for Xbox 360 (February 2012)Delivered Voice Studio - a Microsoft application for Xbox 360 and Kinect, designed to collect voice data in order to improve speech recognition for Kinect on Xbox.

Interactive Audio Lab - realtime multiple pitch estimation system.Received two undergraduate research grants from Northwestern University and was funded under an NSF grant for undergraduate researchers.

WaaMu | NU 2011 - soprano and alto saxophone- MIDI wind controller (flute, tuba, oboe, guitar, bassoon, glockenspiel)- OrchestrationsCompany | NU 2011 - MIDI wind controller (e.g. flute, tuba, oboe, guitar, etc.)Godspell | NU 2011 - MIDI wind controller (bass guitarist)Three Sisters | NU 2011 | by Anton Chekhov, directed by George Bajalia- original compositions- 4-channel positional audio - synthesis and foley techniques- live sound controlSee What I Wanna See | NU 2010 - MIDI wind controller (flute, bari sax, oboe, guitar)Doubt | NU 2009 | by John Patrick Shanley, directed by George Bajalia- synthesis and foley techniques- live sound and setupThe Yellow Boat | NU 2009 | by David Saar, directed by James Butler- Original compositions