Manager, Data Science - AI @ Unity at Unity Technologies
San Francisco, California
Co-Founder @ justnoms www.justnoms.com (RIP) - Making Dining Decisions Easier. Combining 2 of my passions - food and analytics - to create a platform to help people find great food using data science. From August 2015 to 2017 (2 years) Chicago/SFProcess/Validation Engineer @ Self-Employed/Consultant Validation work in the biotech industry. cGMP trained. Wrote design specifications and IQ/OQ...
Co-Founder @ justnoms www.justnoms.com (RIP) - Making Dining Decisions Easier. Combining 2 of my passions - food and analytics - to create a platform to help people find great food using data science. From August 2015 to 2017 (2 years) Chicago/SFProcess/Validation Engineer @ Self-Employed/Consultant Validation work in the biotech industry. cGMP trained. Wrote design specifications and IQ/OQ protocols for purified water systems (RO), refrigerated cold rooms, refrigerators, freezers, cryo storage chambers and incubators. Executed protocols and deviation resolution. PQ execution including water sampling. Temperature mapping with Ellab data loggers/thermocouples. Project Management. From 2013 to 2013 (less than a year) Chicago, ILEntrepeneur/Professional Poker Player @ Self-Employed Highly successful poker player with excellent mathematics skill set. Played mostly online, playing multiple tables (up to 18) at once, which requires great focus and very fast problem solving and decision making. Proven winrate over (multiple) millions of hands. Used (PostgreSQL) database software to assist in real-time decisions. Also wrote/modified AHK scripts to assist in multi-table play. From 2005 to 2013 (8 years) Process Engineer @ ADVENT Engineering Services, Inc. Authored and executed Installation Qualification (IQ), Operational Qualification (OQ) and Performance Qualification (PQ) for many systems and pieces of equipment, specializing in clean utilities with an emphasis on purified water systems including PW and WFI. Expertise in reverse osmosis systems. Deviation resolution and problem solving including chlorine issues for RO system. Project management experience leading projects and coordinating efforts to achieve milestones. From 2002 to 2005 (3 years) South San Francisco, CASr. Process Engineer @ ADVENT Engineering Services, Inc. Write and execute IOQ, PD and PQ protocols for sterilizer for liquid load cycle. Troubleshoot and resolve failures/issues. Write final reports for protocols. Project management. Cleaning validation for tanks, transfer lines and UF/DF skids. QC sampling and swabbing. Resolve cleaning issues. Write final reports for protocols. Execute and write final reports for revalidation evaluation (RVE) protocols for sterilizer, tanks and transfer lines. From 2013 to August 2014 (1 year) Berkeley, CAManager, Analytics Data Science @ Unity Technologies Lead a team of Data Scientists/Analysts/Engineers that support three product verticals as well as internal analytics.Also as an IC: Develop realtime prediction model for Tutorial Manager (Adaptive Onboarding) using Apache Spark. Built dashboard showing lift in AB tests for customers. From January 2018 to September 2018 (9 months) San FranciscoData Scientist Intern @ Unity Technologies Developed Device Intelligence, an interactive product which provides insights to developers about users' devices, genre distributions and trends. Developed a model to predict OS adoption rates across platforms. Worked on various CRM (retention/churn and LTV) models. From June 2015 to September 2015 (4 months) San FranciscoManager, Data Science - AI @ Unity @ Unity Technologies • Grow and manage a 7 (+ interns) person Data Science team.• Develop project plans and OKRs.• Developed a mentorship program for the organization.• Led migration project from AWS to GCP.• Led project to create a data layer that enables insights and profiles for ML models.• Developed and productionized a personalized recommender system for Learn (Unity educational site), increasing content engagement by 40%. • Started the Data U initiative, a multi-course curriculum to educate employees about data and how to use it to make data-driven decisions. San Francisco Bay AreaData Scientist @ Unity Technologies Develop products (Device Intelligence, LiveTune) for Enterprise customers, who contribute 100m+ towards our more than 1B MAU. These products enable fast, actionable insights for our customers. Individual work includes backend and frontend development for product, and developing machine learning models (logistic, SVM, randomForest, gbm, neural nets, kmeans, etc...). Developed and productized churn prediction model for end users using Apache Spark. Developed game recommendation model. Prototyped device performance prediction model. Developed segmentation algorithm for LiveTune product to identify performance tiers for devices, which eliminated the guess work and manual entry for developers and AMs. Knowledgeable and familiar with Deep Learning and tensorflow.Extensive work with big data using Spark as well as Snowflake (data warehouse) and Presto/Periscope.Work and collaborate across the Ads and Analytics product teams. From January 2016 to December 2017 (2 years) San Francisco
justnoms
Co-Founder
August 2015 to 2017
Chicago/SF
Self-Employed/Consultant
Process/Validation Engineer
2013 to 2013
Chicago, IL
Self-Employed
Entrepeneur/Professional Poker Player
2005 to 2013
ADVENT Engineering Services, Inc.
Process Engineer
2002 to 2005
South San Francisco, CA
ADVENT Engineering Services, Inc.
Sr. Process Engineer
2013 to August 2014
Berkeley, CA
Unity Technologies
Manager, Analytics Data Science
January 2018 to September 2018
San Francisco
Unity Technologies
Data Scientist Intern
June 2015 to September 2015
San Francisco
Unity Technologies
Manager, Data Science - AI @ Unity
San Francisco Bay Area
Unity Technologies
Data Scientist
January 2016 to December 2017
San Francisco
www.justnoms.com (RIP) - Making Dining Decisions Easier. Combining 2 of my passions - food and analytics - to create a platform to help people find great food using data science. www.justnoms.com (RIP) - Making Dining Decisions Easier. Combining 2 of my passions - food and analytics - to create a platform to help people find great food using data science.
What company does Dave Miller work for?
Dave Miller works for justnoms
What is Dave Miller's role at justnoms?
Dave Miller is Co-Founder
What industry does Dave Miller work in?
Dave Miller works in the Computer Software industry.
Who are Dave Miller's colleagues?
Dave Miller's colleagues are Hanyu Liu, Pietro De Nicola, Peter Kuhn, Ariel Wei, Mehdi Asefi, DJ Parenti, Mathieu Benard, Igor Fil, Richard Sykes, and Thabang Ngazimbi
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