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I have backgrounds in academic linguistics, AI, software engineering, and game design. As a linguist, I conducted experimental research on phonetics, phonology, and intonation, among other fields.As an NLP engineer, I developed bleeding edge approaches to NLU, NLG, and spoken conversational dialog management, as well as workflows for A/B testing to ensure all design decisions are value-driven. I have familiarity with both rule-based and neural approaches to NLP, as well as finding ways to bootstrap or fine-tune ML models in domains where training data is scarce or unavailable, or where the domain is changing quickly.
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TravelCareer Break Apr 2024 - Jul 2024Consultant / Digital Nomad
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Watson Orders - Principal EngineerIbm Feb 2022 - Mar 2024Armonk, New York, Ny, Us -
Watson Orders - Head Of NlpIbm Dec 2021 - Feb 2022Armonk, New York, Ny, UsAs Head of NLP I lead the team of computational linguists and software engineers who developed the NLU, NLG, Dialog Management, and various other NLP components of our watsonx Orders software. -
Director, Core TechnologyMcd Tech Labs Oct 2019 - Dec 2021Mountain View, California, UsMcD Tech Labs was an AI center of excellence at McDonald's that resulted from their acquisition of Apprente. We created and tested a voice-based conversational agent for the drive-thru.I hired and lead a team of computational linguists who developed various NLP subsystems, including NLU, NLG, Dialog and UX, pronunciation lexica, G2P, text normalization, and others. I wore several hats: tech lead, engineering manager, and individual contributor, as well as advising on product decisions. -
Member Of Technical StaffApprente May 2018 - Sep 2019Mountain View, California, UsI was part of the original team at Apprente, a startup that built linguistically robust, naturalistic, low-latency voice-based conversational agents. I wore many hats, but one of the larger ones was developing an innovative approach to NLU, where generative grammar-based simulation is used to quickly produce labeled training data in domains where data sets are not available or cannot be kept up to date. I co-authored several patents relating to this approach, and we used it to quickly develop bespoke voice agents for brick and mortar businesses.In October 2019, Apprente was acquired by McDonald's Corporation, our biggest customer at the time, and became McD Tech Labs. -
Visiting ProfessorDartmouth College Jan 2016 - Mar 2018Hanover, Nh, UsI periodically taught a Computational Linguistics course as visiting faculty. The curriculum was a 50-50 mix of NLP techniques and formal language theory. -
Lecturer, ResearcherUcla Sep 2011 - Jun 2017Los Angeles, Ca, Us- Instructor for graduate and undergraduate courses on Phonetics, Computational Linguistics, and College Teaching of Linguistics (pedagogy)- Teaching Assistant for numerous courses- Grant-funded research projects on phonetics, phonological typology, semantics, and historical linguistics -
Speech Linguistic Project ManagerGoogle Mar 2013 - Aug 2013Mountain View, Ca, UsI was the PM for the US English Speech Data Evaluation team, an in-house team of linguists who created golden sets by performing various linguistic annotation tasks including audio transcription, intent tagging, pronunciation lexicon development for ASR and TTS, and ASR error analysis. I worked closely with localization teams doing similar work for other languages around the globe. My team also assisted with QA for crowd-sourced data annotation pipelines.
Michael Lefkowitz Skills
Michael Lefkowitz Education Details
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UclaLinguistics -
UclaLinguistics -
Dartmouth CollegeLinguistics
Frequently Asked Questions about Michael Lefkowitz
What is Michael Lefkowitz's role at the current company?
Michael Lefkowitz's current role is I engineer interactivity.
What is Michael Lefkowitz's email address?
Michael Lefkowitz's email address is ml****@****cla.edu
What is Michael Lefkowitz's direct phone number?
Michael Lefkowitz's direct phone number is +131082*****
What schools did Michael Lefkowitz attend?
Michael Lefkowitz attended Ucla, Ucla, Dartmouth College.
What skills is Michael Lefkowitz known for?
Michael Lefkowitz has skills like Teaching, Research, Linguistics, Academic Tutoring, Project Management, Experimental Design, Python, Machine Learning, User Documentation, Computational Linguistics, Phonetics, Google Docs.
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