Andy Friedman
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Andy Friedman

Andy Friedman

Data Scientist, focused on Natural Language, Processing and Standardization

English

Background


About

About

Data wrangler, insight extractor, unnatural language processor.

Work Experience

Work Experience

  • Data Scientist, Center for Just Journalism

    Dec, 2022 - Present

  • Data Scientist, Freelance

    Apr, 2018 - Present

    See "projects" section for selected work.

  • Data Scientist (Quality and Integrations)Chatdesk

    Nov, 2018 - Aug, 20223 years 9 months

    Write and maintain code for customer message cleaning and standardization

    • ~1 million weekly messages for 100+ companies in 10+ languages
    • Messages from 12 message sources from all major CRM’s and social networks

    Develop novel strategies to improve data cleaning

    • Implemented Named Entity Recognition to increase flexibility of cleaning code (Spacy)
    • Trained NLP model to classify 6 types of messages at 99.5% accuracy (PyTorch)
    • Deploy code as packages and/or apps for integration with larger code base (GCP, Flask, FastAPI)

    Ad hoc technical responsibilities

    • Write scripts to pull messages for research and backfilling using APIs
    • Manage digital IVR product on Google Cloud and Twilio
    • Conduct data analysis to help our sales team
    • Write and maintain code documentation
  • Instructional Associate - Data ScienceGeneral Assembly

    Sep, 2018 - Jul, 20223 years 10 months

    Training students in data science methods, concepts and technologies, including: bash, python, data mining, supervised and unsupervised learning techniques, model building, forecasting, SQL, AWS and NLP.

  • Freelance Writer, Self-Employed

    Dec, 2012 - Dec, 20186 years

    Contributed 100+ articles to Noisey (the music vertical of Vice, with a readership of over 600,000 monthly readers), and 30+ pieces for FACT (1.5 million monthly readers), including long-form, extensively reported articles

    Fostered relationships with artists and other industry contacts to maintain access, followed local scenes and up-and-coming artists to stay informed, and conducted research to find stories and fact-check in-depth reporting

  • DJ, Self-Employed

    Dec, 2006 - Dec, 20126 years

    Planned and promoted 200+ events, played 500+ events in 50 markets in three countries.

  • Senior Research Technician, NYU School of Medicine, Center for Health Informatics and Bioinformatics

    Sep, 2005 - Apr, 20071 year 7 months

    Using both molecular and computational techniques, searched for the specific point of chromosomal mutations whose locations were only broadly known.

    Developed, codified and taught personal protocols and lab techniques to other researchers doing similar work.

  • Laboratory TechnicianWashington University School of Medicine in St. Louis

    Dec, 2003 - Dec, 20052 years

    In Dr. Robert Mercer’s lab, explored the behavior of the Na/K pump beta subunit through the creation of chimeric proteins.

Projects Experience

Projects Experience

Skills

Skills

  • spaCy
  • PyTorch
  • Pandas
  • NLTK
  • WordPress
  • Microsoft Excel
  • New Media
  • MySQL
  • TensorFlow
  • Ableton Live
  • Twilio
  • Creative Writing
  • Machine Learning
  • HuggingFace
  • Natural Language Processing
  • Scikit-Learn
  • Editorial
  • Google Cloud Platform (GCP)
  • Keras
  • FastAPI
  • SQL
  • Docker
  • Python (Programming Language)
  • Flask
  • Python
  • Bitbucket
  • Amazon Web Services (AWS)
  • Git
  • Data Analysis
  • Social Networking
  • Content Development
  • Natural Language Processing (NLP)
  • Github
  • Editing
  • Microsoft Word
Education

Education

  • , Certificate, Data Science, General Assembly

    Dec, 2018 - Dec, 2018

  • Biology, General, Bachelor of Science (BS), Washington University in St. Louis

    Dec, 1999 - Dec, 2004

Volunteer Work

Volunteer Work

  • Volunteer Instructor, Building Beats

    Jan, 2017 - Present

    Co-teach a weekly music recording and production class for the students at the SIMBA Academy. Released a full-length album of music entirely by students in June of 2018.