Zachary Levonian Email and Phone Number
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I am a data scientist, with a focus on human-computer interaction research, ML engineering, and natural language processing.I've been developing ML-powered systems since 2014. I started out as a software developer on R&D teams (MITRE, General Dynamics). During my Computer Science PhD at the University of Minnesota, I collaborated with multiple organizations (Amazon, CaringBridge, Wikimedia Foundation) to produce original computer science research, publishing open-source code and peer-reviewed publications. At ConcertAI, I deployed production ML systems in my role as a Senior Machine Learning Engineer on a data science team. At the Digital Harbor Foundation, I am deploying prototype machine learning systems based on large language models and conducting quantitative research.Skills:•Primary programming languages: Python, Java, R, JavaScript (I also have a soft spot for Clojure)•Frameworks and packages: PyTorch, Pandas, Matplotlib, scikit-learn, Hadoop MapReduce, Spark, SpaCy, React, Transformers, NLTK, gensim, networkx, statsmodels, NumPy, Flask•Machine learning methods: classification (logistic regression, SVMs, deep learning, XGBoost), regression (linear, Poisson), clustering, dimensionality reduction (e.g. SVD, PCA)•NLP (natural language processing) methods: embeddings, document representations and indices (TF-IDF), topic modeling, transformers (BERT/RoBERTa), Vowpal Wabbit•Qualitative methods: annotation codebook design, thematic content analysis, survey design, semi-structured interviews•Tools: Git, Jupyter, Vim, VS Code, LaTeX, SQLite, MySQL/MariaDB, MongoDB, Linux, PostgreSQL/Amazon Redshift, Docker•Domains: social media, online communities, annotation and crowdsourcing, social support, cancer care, Wikipedia & peer productionVisit my personal site for more about me and my research: https://levon003.github.io/
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Senior Machine Learning EngineerDigital Harbor Foundation May 2023 - PresentBaltimore, Md, UsWorking with the Learning Engineering Virtual Institute (LEVI) to develop and evaluate education technology for middle-school math education. - Implemented Python package for retrieval-augmented generation (and presented results at a NeurIPS 2023 workshop) - Designed and implemented regression tests and moderation guardrails for large language model generative chats. -
Senior Machine Learning EngineerLearning Engineering Virtual Institute May 2023 - PresentWashington, D.C., Us -
Senior Machine Learning EngineerConcertai Nov 2022 - Apr 2023Cambridge, Massachusetts, UsData science and machine learning for optimizing clinical trials.- Deployed ML models to production to rank and impute missing data for 20K+ patients using LightGBM, scikit-learn, Spark, and Redshift to reduce screening time from hours to minutes.- Led an observability overhaul: I developed an end-to-end integration testing approach and deployed first-in-org Splunk dashboards for monitoring and observability.- Analyzed application usage and conducted semi-structured interviews of users, implementing new metrics and evaluation processes.- Refactored a legacy Python codebase (personally touching >21,000 lines of code). -
Doctoral Dissertation FellowshipUniversity Of Minnesota Sep 2021 - May 2022Minneapolis And St. Paul, Minnesota, UsDesigned, deployed, and evaluated a deep learning recommendation system for health blogs,resulting in 250+ new supportive comments and positive survey feedback from users.- Awarded selective internal fellowship to complete my dissertation. -
Graduate Research AssistantUniversity Of Minnesota Aug 2017 - Aug 2021Minneapolis And St. Paul, Minnesota, UsLed computer science research teams of 2-5 people, culminating in 8 peer-reviewed publications with 100+ citations in human-computer interaction venues like ICWSM, CSCW, and IUI.- Developed open-source statistical code in Python and R for multi-modal data analysis.- Designed annotation tasks, surveys, field studies, interview protocols, and app deployments.- Mentored 20+ undergraduate and MS students, winning recognition (CRA and poster awards).- Methods used: deep learning, statistics, classification/regression, social network analysis, NLP, qualitative content analysis, surveys, semi-structured interviews, and usability studies. -
Data Science InternCaringbridge Jun 2021 - Aug 2021Bloomington, Mn, UsImplemented first-in-org ML pipelines for 40M+ user interactions using Pandas and PyTorch.-Managed multi-stakeholder messaging to implement new operational success metrics (KPIs).-Analyzed user search and interaction behavior using applied machine learning and social network analysis methods. -
Applied Scientist InternAmazon Sep 2020 - Dec 2020Seattle, Wa, UsCompared sampling methods using statistical simulations of 1000+ text classification models, resulting in a peer-reviewed conference paper and published design guidelines.- Implemented active learning and full-text search methods using PyTorch and Lucene.- Designed an interactive machine learning interface for data annotation using React, Flask, and Dash.- Presented findings in presentations and written reports to Alexa Shopping research team. -
Computer Science SpecialistThe Mitre Corporation Jan 2015 - Jul 2017Mclean, Va, UsFull-stack design and development of a prototype aviation safety interface in Java, ultimatelydeployed to 5+ airports and transitioned to the FAA for full development as a product.- Led implementation of terabyte-scale automatic speech recognition using Hadoop and Spark, winning internal director's award.- Evaluated statistical NLP methods and trained SVM classifiers for intent detection.- Awarded 1-year Early Career Research Program funding to lead independent applied research in NLP.- Led architecture and research discussions within the Arrival/Departure & Surface research group in CAASD. -
Java DeveloperGeneral Dynamics Advanced Information Systems Sep 2014 - Dec 2014Fairfax, Va, UsImplemented research prototypes for an R&D team using Java, Neo4j, and Accumulo.
Zachary Levonian Skills
Zachary Levonian Education Details
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University Of MinnesotaComputer Science -
Carleton CollegeComputer Science
Frequently Asked Questions about Zachary Levonian
What company does Zachary Levonian work for?
Zachary Levonian works for Digital Harbor Foundation
What is Zachary Levonian's role at the current company?
Zachary Levonian's current role is Data Scientist | ML Engineer | Researcher.
What is Zachary Levonian's email address?
Zachary Levonian's email address is zl****@****tre.org
What is Zachary Levonian's direct phone number?
Zachary Levonian's direct phone number is +160878*****
What schools did Zachary Levonian attend?
Zachary Levonian attended University Of Minnesota, Carleton College.
What skills is Zachary Levonian known for?
Zachary Levonian has skills like Python, Programming, R (Programming Language, Java, Ux Research, Recommender Systems, Research, Machine Learning, Mapreduce, Data Science, Statistical Modeling, Deep Learning.
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