Bryan Nova

Machine Learning Engineer at ConcertAI
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Contact Information
us****@****om
(386) 825-5501
Location
Lakewood, Ohio, United States, US
Languages
  • English Native or bilingual proficiency
  • French Limited working proficiency
  • Spanish Limited working proficiency

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Bio

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Credentials

  • 2022-23 Volunteer Badge
    Microsoft
    Apr, 2023
    - Nov, 2024
  • Probabilistic Graphical Models 1: Representation
    Stanford University
    Mar, 2017
    - Nov, 2024
  • Data or Specimens Only Research
    CITI Program
    Apr, 2022
    - Nov, 2024
  • Data or Specimens Only Research
    CITI Program
    Apr, 2022
    - Nov, 2024
  • CITI Health Information Privacy and Security (HIPS) for All Associates
    CITI Program
    Apr, 2023
    - Nov, 2024
  • CITI Health Information Privacy and Security (HIPS) for All Associates
    CITI Program
    Apr, 2022
    - Nov, 2024

Experience

    • United States
    • Biotechnology Research
    • 700 & Above Employee
    • Machine Learning Engineer
      • Apr 2022 - Present

      - Integrate NLP with our digital clinical trials offerings - Worked with Spark-NLP and John Snow Labs to dockerize pipeline for information extraction from patient notes - Integrate NLP with our digital clinical trials offerings - Worked with Spark-NLP and John Snow Labs to dockerize pipeline for information extraction from patient notes

    • United States
    • Software Development
    • 700 & Above Employee
    • Artificial Intelligence Research Engineer
      • Dec 2019 - Apr 2022

      - Research, suggest, implement and test potential improvements to our OCR & legal contract information extraction pipeline - Help prioritize research and determine roadmap - Write data cleansing guidelines to improve data quality / annotator consistency - Assist business in determining feasibility of AI use cases from a technical and cost perspective - Monitor and maintain production AI services (responsible for F1 of over ten thousand models) - Helped migrate our pipeline from AWS to Azure - Implemented transfer learning for part of our information extraction pipeline - Implemented unsupervised paragraph detection based on only visual features - Helped implement unsupervised annotation clustering to improve data cleansing speed Show less

    • NLP Engineer
      • May 2019 - Dec 2019

      - Research and test new methods for machine translation of dialectal Arabic (focused on transformer architecture) - Work on an internal corpus management tool for various NLP tasks using Neo4J graph database. - Built internal REST service layers. - Established company-wide code quality standards and built CI/CD pipeline. - Research and test new methods for machine translation of dialectal Arabic (focused on transformer architecture) - Work on an internal corpus management tool for various NLP tasks using Neo4J graph database. - Built internal REST service layers. - Established company-wide code quality standards and built CI/CD pipeline.

  • PNC
    • Strongsville, OH
    • Lead Application Developer / ML expert
      • Mar 2018 - May 2019

      - Use AI to automate processes - mostly feature engineering for information extraction from contracts. - Took the lead on performance testing the machine learning capabilities of the WorkFusion platform. - Use AI to automate processes - mostly feature engineering for information extraction from contracts. - Took the lead on performance testing the machine learning capabilities of the WorkFusion platform.

    • United Kingdom
    • Business Intelligence Platforms
    • 200 - 300 Employee
    • Software Engineer
      • Aug 2017 - Mar 2018

      - Full stack development - Interview candidates for job openings - Help diagnose and fix performance issues - Lead developer for a custom integration with a client’s SAP interface - Full stack development - Interview candidates for job openings - Help diagnose and fix performance issues - Lead developer for a custom integration with a client’s SAP interface

    • United States
    • IT Services and IT Consulting
    • 700 & Above Employee
    • Software Engineer
      • Jul 2015 - May 2017

      - Full stack development for UrbanCode Deploy. - Side Project: Along with one other person, designed, implemented and maintain an internal chatbot. - Has a chat-based UI that uses Natural Language Processing to parse commands and perform actions. • - Automatically assigns incoming support tickets in a load-balanced manner. - Side Project: Write tools to automate repetitive, time-consuming development and customer support tasks. • - Many of these tools help reduce the time required to give a meaningful response to customers, thus reducing the amount of time needed to solve issues. - Started and organized an internal tools team in order to improve our development operations capabilities. The team now consists of 18 developers and meets every two weeks. - Manager's Choice Award - 2016 (Unite to Get it Done Now) Show less

    • United States
    • Software Development
    • 1 - 100 Employee
    • NLP lead
      • Feb 2014 - Apr 2015

      - Researched, designed and implemented code for new language modeling / data mining techniques to be used in speech recognition applications. - Increased speech recognition accuracy from 85% to 94%. - Integrated voice recognition with android apps. - Interviewed candidates for job openings. - Wrote and maintained cmake code to build projects (including Android). - Wrote and maintained Android JNI bindings for native c++ code compiled into shared libraries. - Researched, designed and implemented code for new language modeling / data mining techniques to be used in speech recognition applications. - Increased speech recognition accuracy from 85% to 94%. - Integrated voice recognition with android apps. - Interviewed candidates for job openings. - Wrote and maintained cmake code to build projects (including Android). - Wrote and maintained Android JNI bindings for native c++ code compiled into shared libraries.

    • Programmer
      • May 2013 - Feb 2014

      Worked on special programming projects, including: data mining, SQL query writing, batch file scripting, and integrating Pentaho (data mining software) and eCW (electronic medical records program) with a Java application and Microsoft SharePoint front end, which I developed to produce customizable graphs as a visual representation of statistics about our organization. Also received some exposure to ICD-9 and ICD-10 as well as CPT codes and eClinicalWorks ( EMR ).

    • Medical Records Retrieval Specialist
      • Sep 2012 - May 2013

      Assisted in the transition from written medical records to a networked electronic system. Assembled and organized medical records and documentation for audits. Also received some exposure to ICD-9 and ICD-10 as well as CPT codes and eClinicalWorks ( EMR ).

    • Telecommunications
    • 700 & Above Employee
    • Tier 3 Technical Support Representative
      • Feb 2012 - Jul 2012

      Solved technical issues with phone, television, and internet services over the phone. Solved technical issues with phone, television, and internet services over the phone.

    • Server, Cook
      • Jul 2011 - Dec 2011

    • Medical Records Retrieval Specialist
      • Mar 2011 - Mar 2011

      Assisted in the transition from written medical records to a networked electronic system. Assisted in the transition from written medical records to a networked electronic system.

    • Medical Records Retrieval Specialist
      • Dec 2010 - Jan 2011

      Assisted in the transition from written medical records to a networked electronic system. Assisted in the transition from written medical records to a networked electronic system.

    • United States
    • Education Management
    • 200 - 300 Employee
    • Tech Assistant (Volunteer)
      • Jun 2010 - Sep 2010

      Created disk images and re-imaged computers, diagnosed and repaired hardware and software issues with computers, and provided assistance with any other issues that arose. Created disk images and re-imaged computers, diagnosed and repaired hardware and software issues with computers, and provided assistance with any other issues that arose.

Education

  • The University of Akron
    Bachelor of Science (B.S.), Computer Science
    2012 - 2013
  • The Ohio State University
    Bachelor of Science (B.S.), Computer and Information Science
    2007 - 2011

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