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Elinor Poole-Dayan

Elinor Poole-Dayan

Masters student @ MIT Media Lab CCC

United States, US
(718) 884-7975
English, French, Hebrew

Background


About

About

Master's student at the MIT Center for Constructive Communication where I am working on Natural Language Processing problems relating to fairness, safety, and social good applications. I recently completed my undergraduate degree at McGill in Honours Mathematics and Computer Science. I'm interested in and passionate about natural language processing, machine learning, data science, statistics, and linguistics.

Work Experience

Work Experience

  • Research Assistant, MIT Center for Constructive Communication

    Sep, 2023 - Present

  • Data Science Intern, Unity

    May, 2022 - Aug, 20223 months

    Worked on the Ad Unit Innovation team and conducted feature engineering and hyperparameter tuning experiments on the bid throttling model.

    • Decreased model training time by 25% and reduced model size and number of parameters by 50%.

    • Sped up data preprocessing and increased reusability by creating a text data preprocessing pipeline on Google Cloud Platform Dataflow using Apache beam.

    • Initiated incorporating app store game reviews as a new feature to the Ad Revenue model.

  • Undergraduate Student Researcher, Mila Quebec AI Institute

    Jan, 2021 - May, 20214 months

    • Evaluated gender debiasing techniques on pre-trained language models using NLP (paper accepted to ACL'22).

    • Investigated the effect of gender debiasing on fine-tuned language models such as BERT using PyTorch.

    • Explored debiasing methods and reformulated bias metrics for racial and religious biases.

  • Web Developer, Men Having Babies, Inc

    Sep, 2017 - Aug, 20224 years 11 months

    • Completely modernized the organization's website and ensure responsiveness for mobile users using RapidWeaver.

    • Lead the project to facilitate workflow and data management for website and incorporated a CMS.

    • Engineered multiple user database systems in Alchemer using complex logical sequences.

  • Honours Algorithms and Data Structures Course Assistant, McGill University

    Jan, 2022 - Apr, 20223 months

    • Held weekly office hours for students in the course to answer their questions and help with assignments.

    • Developed solutions for and graded assignments and exams.

  • Undergraduate Student Researcher, McGill University

    Jan, 2022 - Apr, 20223 months

    Built probabilistic models for identifying the “geo-indicativeness” of text using novel machine learning techniques applied to big, public, geosocial datasets.

    • Models used to create an educational resource, LocatEd, for increasing location privacy awareness among Canadian youth.

    • Supervised by Dr. Grant McKenzie.

  • Student Researcher, SCE - Shamoon College of Engineering

    Jun, 2021 - Aug, 20212 months

    Machine learning (NLP) research project to predict author gender given a text with the goal of performing a case study on female authors who wrote books under male pseudonyms.

    • Preprocessed and cleaned data using Stanford CoreNLP and scikit-learn.

    • Designed and implemented baseline experiments using SVMs.

    • Project supervised by Dr. Irina Rabaev and Dr. Marina Litvak.

  • Webmaster, Arts Undergraduate Society of McGill University

    Sep, 2020 - May, 20218 months

    • Increased visual appeal, functionality, and content accuracy on the AUS McGill website.

    • Created the first documentation and detailed exit report for the website in order to facilitate the transition process for the next webmaster.

  • Summer Intern, Project Kesher

    May, 2020 - Jul, 20202 months

    Designed and created a multilingual website from scratch using WordPress.

    • Coordinated with international partners and thoroughly documented the website for future reference.

    • Improved organization and security by introducing and implementing a password managing software.

    • Conducted foundation research in order to secure funding for the upcoming fiscal year.

    • Helped streamline workflow and increase at-home work efficiency.

  • Forest Project Intern, Wave Hill

    Jun, 2019 - Aug, 20192 months

    Built and maintained woodland trails, removed invasive plant species, implemented erosion control and helped document the process of restoring the disturbed woodland toward a more balanced state while working with a small crew.
    Excelled in a college level Gographic Information Systems (GIS) course.
    Conducted a field research project using independently collected data from the worksite and arcGIS software.

Skills

Skills

  • SQL
  • PyTorch
  • BERT
  • Cascading Style Sheets (CSS)
  • Natural Language Processing (NLP)
  • Keras
  • Linux/Unix
  • Python (Programming Language)
  • Hebrew
  • OCaml
  • RapidWeaver
  • Google Cloud Platform (GCP)
  • Unix
  • C
  • Microsoft Excel
  • WordPress
  • Java
  • Microsoft Office
  • Computer Science
  • Geographic Information Systems (GIS)
  • Data Management
  • Web Design
  • Machine Learning
  • Artificial Intelligence (AI)
  • Administrative Assistance
  • Scikit-Learn
  • French
  • Web Development
  • CSS
  • Data Entry
  • Bash
  • TensorFlow
  • HTML
  • Data Analysis
Education

Education

  • Artificial Intelligence, Master of Science - MS, Massachusetts Institute of Technology

    Sep, 2023 - Dec, 2025

  • Honours Mathematics and Computer Science, Bachelor of Arts - BA, McGill University

    Dec, 2019 - Dec, 2023

  • , High School Diploma, Bronx High School of Science

    Dec, 2015 - Dec, 2019

Awards

Awards

  • Canadian Graduate Scholarship - Master's , Natural Sciences and Engineering Research Council of Canada (NSERC)

    Awarded on: Apr 02, 2023

    $17,500

  • Excellence Scholarship - EDI in Research , Mila Quebec AI Institute

    Awarded on: Apr 02, 2023

    $5,000

  • Dean's Honour List , McGill University

    Awarded on: May 02, 2022

    Top 10% of students by GPA.

  • J W McConnell Scholarship , McGill University

    Awarded on: May 02, 2022

    $9,000

  • Principal's Award for Outstanding Academic Achievement , Bronx High School of Science

    Awarded on: Jun 10, 2019

    Awarded to top students for outstanding academic achievement and leadership and service to the school.

  • NY Cardiac Center Scholarship , NY Cardiac Center Scholarship

    Awarded on: Jun 10, 2019

    $20,000. Awarded to top 3 GPA in graduating class of 750 students.

  • National Merit Scholarship Award Winner , National Merit Scholarship Corporation

    Awarded on: Invalid date

Publications

Publications