Amy N.

Amy N. Email and Phone Number

Data Science | AI/ML | Data Engineering @ Mathematica
princeton, new jersey, united states
Amy N.'s Location
Greater Boston, United States
Amy N.'s Contact Details

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About Amy N.

I have a pre-med and natural science background that I fused into a career in Data Science. Coursework from the University of Michigan: Natural Language Processing, Data Manipulation and Statistical Analysis (pandas, NumPy, Spark, Databricks), Applied Machine Learning (scikit-learn, Keras, Neural Networks, Tensorflow), Bayesian Statistics, Data Mining, and Information Retrieval (models include: Support Vector Machines, Logistic Regression, Naive Bayes, Random Forest). Primary tools for these classes include: Python, R, and SQL. In graduate school, I built upon my coursework with research in biometrics, digital identification management and blockchain technology. During my 2nd year at U of M, I completed my thesis, utilizing data from WiFi routers in refugee camps, combined with UNHCR demographic data to determine usage trends and predictions. Tools for the thesis included Python, Excel, Tableau, SQL, pandas, and NumPy.Tools I currently use: AWS, GCP, VSCode, MySQL Workbench, DatabricksLanguages I currently work in: Python, SQL, R, Julia (learning)

Amy N.'s Current Company Details
Mathematica

Mathematica

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Data Science | AI/ML | Data Engineering
princeton, new jersey, united states
Website:
mathematica.org
Employees:
1622
Amy N. Work Experience Details
  • Mathematica
    Data Scientist (Remote)
    Mathematica Nov 2021 - Present
    • Team lead on equity in data analytics and AI/machine learning thought leadership blog post: https://www.mathematica.org/blogs/advancing-equity-in-policy-research-by-addressing-bias-in-data-analytics• Deep Neural Network (DNN) model creation (NLP) aiding in primary care facilities - pulling data from AWS S3, creating and running analysis jobs• Technical lead on project extracting and manipulating text data (ETL, analysis, and removing PII)• Technical lead on data quality task• Maintaining and updating code base/data pipeline, ETL for data needs (Docker, AWS, EC2). • Data extracts (SQL - MySQL).• Data Validations (Python).• Writing technical specifications• Managing technical timelines and team sprints (Jira and Confluence)Awards• Silver: Recognition for exemplary effort over an extended period of time with team, departmental, or project-level impact that enhances project success/outcome.Corporate Trainings• Task Lead Training
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  • Mathematica
    Sr. Programmer Analyst
    Mathematica Nov 2020 - Oct 2021
    • Maintaining and updating code base/data pipeline, ETL for data needs (Docker, AWS, Aurora, EC2).• Optimizing code for machine learning interpretability and explainability (SHAP/Shapley values) and aiding in model creation (mortality and hospital admissions models) and algorithmic bias for the AI Challenge in Google Cloud (GCP AutoML). https://www.mathematica.org/news/mathematica-one-of-seven-finalists-in-centers-for-medicare-medicaid-services-artificial-intelligence• Predictive modeling• Automation engineering in Python.• Using PySpark and Spark SQL in Databricks to query and manage large datasets.Tools: Python, SQL, PySpark, Databricks, AWS (EC2, S3, Comprehend, Macie, Aurora), Google Cloud Platform, Git, Jira, Confluence, VSCode
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  • Informs At Um
    Data Scientist
    Informs At Um Jun 2019 - Nov 2020
    Ann Arbor, Mi
    Data Science• Developed a tax return quality check tool for sensitive data, using pdf scraping techniques. • Debugged tool to ensure it was production ready and updated it to comply with the needs of the employees. • Oversaw installation and launched software on client data.• Collecting scraped data from this tool for future analysis.• Encrypting and storing data for remote access.Teaching• Created and delivered lectures to PhD, Master's and undergraduate level students for basic Python and data manipulation in JupyterLab using pandas and NumPy.
  • University Of Michigan
    Project Manager, Lead Consultant, And Founder (Umsi - D4G Consulting)
    University Of Michigan Aug 2018 - Jul 2019
    Ann Arbor, Mi
    • Project Manager and Lead Data Consultant for the D4G Consulting group.• Founded a consulting group to meet the needs of international non-profits. • Oversaw the work efforts of the consulting group, including the creation of a website using AWS, topic modeling of NGO reports, and the design and development of a secure database.• Managed hours and annual budget.• Set up recruitment, interviews, and hiring for incoming candidates.https://www.data4good.center/#about
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  • University Of Michigan
    Graduate Research Assistant (Umsi)
    University Of Michigan May 2018 - Sep 2018
    • External consultant to the International Federation of the Red Cross (IFRC), providing research to support decision-making for their Strategy 2030. Primary research covered whether they should or should not include biometric data in their digital identification strategy.• Conducted interviews with non-profit executives and blockchain and biometric experts to create recommendations on IFRC biometric and digital identification technology practices.• Research efforts were combined with those from emerge85 and the IFRC.Publication of the research can be found here: https://future-rcrc.com/2019/01/15/the-promise-and-peril-of-digital-identification-for-aid-distribution/
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  • Owaves
    Sr. Community Manager
    Owaves Oct 2016 - Jul 2017
    • Created technical documentation for non-technical individuals (team members and the public).• Managed 2 team members and 20 Olympic and professional athletes.• Oversaw and collaborated on general user testing, alpha testing, and beta-testing for the web application.• Led marketing team efforts across multiple digital platforms.
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  • Cart
    Research Consultant
    Cart Aug 2015 - Jul 2017
    Detroit Metropolitan Area
    • Aided in the design and development of the web-based application, including: branding, usability, edge cases, and marketing efforts.• Researched and applied current and emerging design technologies.• Studied and reported on target user population health outcomes.https://www.cartrides.com

Amy N. Education Details

Frequently Asked Questions about Amy N.

What company does Amy N. work for?

Amy N. works for Mathematica

What is Amy N.'s role at the current company?

Amy N.'s current role is Data Science | AI/ML | Data Engineering.

What is Amy N.'s email address?

Amy N.'s email address is am****@****ail.com

What schools did Amy N. attend?

Amy N. attended University Of Michigan, University Of Wisconsin-Madison.

Who are Amy N.'s colleagues?

Amy N.'s colleagues are Shadi Porooshani, Ann Li, Rebecca Silverman, Deva Shankara, David Clayman, Dpm, Mba, Caroline Lauver, Shobhit Sachan.

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