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I'm a machine learning engineer currently working with autonomous vehicles. I have broad data and software experience, including 15 years in the scientific Python ecosystem. I have domain experience in deep learning, NLP, data analysis, data pipelines, computer vision, GIS, and also in web development, databases (SQL, NOSQL, and analytic), server administration, and devops.I have a research background, but I've also been fortunate to help launch a number of successful products and engineering systems.I love the challenge of solving tough scientific and computing problems, and then deploying those solutions efficiently to whatever cloud-, mobile-, or embedded platform they need to live on.
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Senior Ml EngineerZooxRedwood City, Ca, Us -
Senior Ml EngineerMotional Feb 2023 - Sep 2024Boston, Massachusetts, Us* ML generalist working on autonomous vehicles (Multi-object tracking team / Perception org). -
Principal Ml EngineerYoodli Nov 2021 - Feb 2023* 2nd FTE in web startup building an AI coach for public speaking.* Led ML engineering efforts, drove AI planning, and communicated AI roadmap to stakeholders. * Developed and deployed NLP and recommendation models. [PyTorch, Huggingface, GPT3, GCP Vertex] * Built and owned company's DE, analytics, and experimentation systems. [Airflow/DBT/Bigquery]* Led overhaul of codebase: JS to Typescript; tests; DB redesign; CI/CD, monorepo, NX build system. -
Software Engineer (Ml)Facebook Jun 2020 - Nov 2021* Senior Machine Learning Generalist / Software Engineer working with text- and image-based ML models.* Reduced bullying, harassment, hate speech, and other harms on FB's highest-volume surfaces.* Led and launched projects that prevent >100 M Views / day of harmful content, reducing total prevalence of those harms on FB by several percent.* Built pipelines processing >300B events/day to characterize project impacts.* Recognized by org leads for engineering excellence (code quality, perf improvements, and documentation) -
Lead Data ScientistWhistle Labs Feb 2019 - May 2020San Francisco, Ca, Us* Technical lead on Pet Insight Project (petinsight.com), a broad initiative to apply machine learning and data science in the pet healthcare space, backed by Mars Petcare. Responsible for: * Led re-design for low latency, production-level reliability, and long-term evolvability. * Planned integration with existing Whistle APIs and infrastructure. * Managed technical roadmap to support productization, while continuing feature development. * Led integration of project components (frontend, backend, DB, processing cluster, CI/CD, etc). * Implemented custom data solutions for challenging time series dataset [S3/PySpark/DataBricks]. * Primary contributor to core deep learning algorithms.* Pet Insight-powered health monitoring was released as a flagship Whistle feature in 2019. -
Senior Data ScientistWhistle Labs Jul 2017 - Feb 2019San Francisco, Ca, Us* Developed core deep learning algorithms for classifying sensor time series [Tensorflow, PyTorch].* Led acquisition, labeling, cleaning, and validation of unique training dataset (10,000+ labeled videos, 70k manual labels, and ~100 behavior types, from 2k+ pets.)* Developed project datastore [PostgreSQL, AWS RDS, S3] and web admin interface [Flask, Heroku]. -
Software DeveloperIndependent Consultant Jun 2015 - Jul 2017Alternated consulting stints with long-distance bicycle touring, meditation retreats, and travel. Projects included:⋅ Smart Focus, Inc: Deployed a GPU-enabled CNN (Keras/Tensorflow) for disease diagnosis via retinal images.⋅ Truly Wireless: Developed audio/speech analysis algorithms, deployed as scalable API.
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EngineerCreare Jul 2010 - Jun 2015Hanover, Nh, Us* Architect/Lead Developer for successful software which generated $6M+ of follow-on work: * D.A.S.S.P.: Real-time physics-based algorithms synthesizing 5 TB+ of GIS data. [Python, JS]. * TabSINT: Mobile platform for flexible, calibrated audiometric studies [Cordova, AngularJS]. * Hearing Assessment: Desktop application for audiometry and data analysis [Python/Qt].* Substantial work in biomedical image segmentation, 3D viz, and signal processing.* Work in algorithm development and machine learning [sklearn]Established/maintained corporate compute cloud [AWS] and source code repo [Gitlab]. -
Graduate StudentStanford University - Mechanical Engineering Sep 2006 - Mar 2010Stanford, Ca, Us -
Summer Research InternLiving Microsystems May 2006 - Aug 2006Us
Rob Chambers Skills
Rob Chambers Education Details
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Stanford UniversityMechanical Engineering -
Harvey Mudd CollegeEngineering -
The University Of Western AustraliaStudy Abroad
Frequently Asked Questions about Rob Chambers
What company does Rob Chambers work for?
Rob Chambers works for Zoox
What is Rob Chambers's role at the current company?
Rob Chambers's current role is Senior ML Engineer.
What is Rob Chambers's email address?
Rob Chambers's email address is gr****@****ail.com
What is Rob Chambers's direct phone number?
Rob Chambers's direct phone number is +161098*****
What schools did Rob Chambers attend?
Rob Chambers attended Stanford University, Harvey Mudd College, The University Of Western Australia.
What are some of Rob Chambers's interests?
Rob Chambers has interest in Gardening, Pickling, Environment, Education, Homebrewing, Science And Technology, Camping, Sourdough Bread Baking, Animal Welfare.
What skills is Rob Chambers known for?
Rob Chambers has skills like Editing, Video Editing, Social Media, Customer Service, Sales, Video Production, Final Cut Pro, Photoshop, Microsoft Office, Post Production, Avid, Photography.
Who are Rob Chambers's colleagues?
Rob Chambers's colleagues are Briane Nuval, Sang Ho, Mohammed El Idrissi, Faney Madapati, Daniel Cardenas, Jonah Mania, Mason Jar Massey.
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