NLP Data Scientist Position

3 days ago


Pittsburgh, Pennsylvania, United States My3Tech Full time
NLP Data Scientist Job Description

We are seeking a highly skilled NLP Data Scientist to join our Analytics & Informatics team at My3Tech. As a key member of our team, you will play a vital role in advancing our mission to operationalize Data Platform as a Service (DPaaS).

Role Overview

The successful candidate will be responsible for providing insights for cohort identification and managing the use of two vendor solutions, John Snow Labs and QuantPi. You will develop and implement advanced analytics techniques and predictive modeling methodologies as part of the DPaaS initiative.

Key Responsibilities

  • Text Data Collection and Preprocessing: Gather, clean, and preprocess text data from unstructured notes as part of DPaaS. This includes tasks such as tokenization, stemming, and handling text-specific challenges like dealing with different languages, slang, and abbreviations.
  • Model Development and Training: Design, build, and train NLP models for de-identification of EMR data using techniques such as text classification, sentiment analysis, named entity recognition, machine translation, and language generation. This involves selecting appropriate algorithms, feature engineering, and fine-tuning model parameters.
  • Data Analysis and Insights: Analyze data to extract meaningful insights and patterns that can inform business decisions. This includes performing statistical analysis, visualizing data, and communicating findings to stakeholders. Staying updated with the latest research and integrating state-of-the-art methods into projects.
  • Evaluation and Optimization: Evaluate NLP models using appropriate metrics (e.g., precision, recall, F1 score) and techniques (e.g., cross-validation, confusion matrix). Continuously optimize models to improve accuracy, efficiency, and scalability.

Requirements

  • PhD or MD (Medical Doctor) degree is HIGHLY preferred. Bachelor's degree is NOT sufficient.
  • 5+ years of experience in NLP model development, validation, and deployment, with managerial experience.
  • De-identification background, data scientist with expertise in ML and NLP, and healthcare industry experience.

What We Offer

My3Tech offers a dynamic and challenging work environment, opportunities for professional growth, and a competitive compensation package.


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