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Tom Baldwin is a Principal at Cascade Data Labs at Cascade Data Labs. He possess expertise in optics, data analysis, physics, research, spectroscopy and 14 more skills.
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PrincipalCascade Data Labs Jan 2021 - PresentPortland, Oregon, Us -
Data ScientistCascade Data Labs Jul 2017 - Dec 2020Portland, Oregon, Us• Developed and deployed models for a major personalized marketing program, including: Uplift optimization trees (causal forests), Bayesian transaction count models, anomaly detection, Prophet time series forecasting.• Contributed major development of a client's custom uplift modeling library: API design, code packaging/distribution, PySpark integration, and runtime performance optimizations to reduce cloud resource consumption by 10-100x.• Led development of MLflow-based toolchain for automatic model training and scoring. Improved visibility into model performance and unlocked 4x faster iteration by reducing operator effort.• Implemented simulation framework for offline testing of reinforcement learning models using Ray-based parallelism.• Designed and conducted real-world tests to measure campaign performance and generate training data for optimization models.• Built and maintained automatic weekly campaign reporting solution for a large customer loyalty program. Distilled terabyte-scale raw data inputs to rich interactive Tableau dashboards using Spark SQL and Airflow.• Conducted ad hoc analyses for business stakeholders. Including dataset creation, formulating new KPIs, visualizing and presenting findings.
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Adjunct ProfessorLane Community College Sep 2016 - Jun 2017Eugene, Or, UsResponsible for 18 credit hours of college physics instruction.• Taught two sections of one course in calculus-based physics, with lab.• Taught two courses in conceptual physics for non-majors, with lab.• Participated in faculty seminar on the Scholarship of Teaching and Learning. -
FellowInsight Data Science Jan 2016 - Sep 2016San Francisco, Ca, Us• Created Snotelier, a site implementing automated avalanche danger summaries for climbers and backcountry skiers.• Scraped data from Northwest Avalanche Center and combined with USDA snow telemetry (SNOTEL) measurements to build PostgreSQL database using Python.• Engineered features and fit a logistic regression model to predict avalanche danger using pandas and scikit-learn.• Implemented web app based on Flask, Bootstrap, and the Google Maps API -
Science Literacy Program FellowUniversity Of Oregon Sep 2015 - Dec 2015Eugene, Or, Us• Co-instructed “Physics Behind the Internet”, a course for non-physics majors. -
Graduate Research AssistantUniversity Of Oregon Jun 2009 - Dec 2015Eugene, Or, UsHailin Wang laboratory, Oregon Center for Optics.• Primary project: investigating interlayer exciton-correlated hole tunneling in GaAs mixed-type quantum well (MTQW) structures at high magnetic fields.• Side project: Diamond nitrogen-vacancy (NV) centers as a quantum bit candidate. Ion implantation and annealing, imaging of single emitters using homebuilt confocal microscope, manipulation of ground state spin using microwaves, excited-state spectroscopy at cryogenic temperatures, photon antibunching.• Pump-probe spectroscopy of excitons, trions, and biexcitons in semiconductor quantum wells (GaAs, CdTe) and Bragg microcavities.• Developed pulse shaper based on a phase-only spatial light modulator (SLM), with protection system based on BBO crystal frequency doubling.• Two-time high-field user at National High Magnetic Field Laboratory, Tallahassee, FL. Operated 25T Split-Florida Helix at cryogenic temperatures, in both Voigt and Faraday geometries.• Developed Python-based data acquisition utilities: Instrument communication library, confocal microscope graphical user interface.
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Graduate Stem Fellow In K-12 Education (Nsf Gk-12)University Of Oregon Jun 2010 - Jun 2012Eugene, Or, Us• Piloted FOSS inquiry-based science curriculum in rural school districts (Boardman, Pendleton), grades 4-6. Daily team teaching during four 2-week stays as scientist in residence.• Guest scientist, Crow Middle/High School (2011). Supervised students preparing for EWEB solar car challenge. Developed curriculum on solar spectrum and filter functions.• Developed bicycle smoothie machine for Charlemagne Fox Hollow Elementary School, Eugene, OR. With Carrie Grabowski (2011, 2012, 2013, 2015).
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Undergraduate Research FellowNational Institute Of Standards And Technology May 2008 - Aug 2008Gaithersburg, Md, UsSummer Undergraduate Research Fellow (NIST SURF).• Performed photoluminescence measurements of self-assembled GaAs quantum dots.• Translated data-acquisition programs from MATLAB to Python.
Tom Baldwin Skills
Tom Baldwin Education Details
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University Of OregonPhysics -
Grinnell CollegePhysics
Frequently Asked Questions about Tom Baldwin
What company does Tom Baldwin work for?
Tom Baldwin works for Cascade Data Labs
What is Tom Baldwin's role at the current company?
Tom Baldwin's current role is Principal at Cascade Data Labs.
What is Tom Baldwin's email address?
Tom Baldwin's email address is tb****@****gon.edu
What is Tom Baldwin's direct phone number?
Tom Baldwin's direct phone number is +150548*****
What schools did Tom Baldwin attend?
Tom Baldwin attended University Of Oregon, Grinnell College.
What skills is Tom Baldwin known for?
Tom Baldwin has skills like Optics, Data Analysis, Physics, Research, Spectroscopy, Python, Semiconductors, Teaching, Statistics, Numpy, Laser, Team Leadership.
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