Minseok Song

Senior Machine Learning Engineer at Tic:Toc Home Loans
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Contact Information
us****@****om
(386) 825-5501
Location
AU
Languages
  • English Full professional proficiency
  • Korean Native or bilingual proficiency
  • Japanese Elementary proficiency

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Bio

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Credentials

  • Korean Information Processing Engineer Certificate
    -
    Nov, 2011
    - Oct, 2024
  • Oracle Certified Professional, Java SE 6 Programmer
    Oracle
    Oct, 2011
    - Oct, 2024
  • AWS Certified Solution Architect - Associate
    Amazon Web Services
    Mar, 2017
    - Oct, 2024
  • Product Management Fundamentals
    Lynda.com
    Dec, 2016
    - Oct, 2024

Experience

    • Senior Machine Learning Engineer
      • Oct 2018 - Present

      - Designing and building ETL pipelines using Apache Airflow, AWS Glue, and Athena. - Designing and building Data Warehouse and Data Lake in AWS Redshift, AWS Glue (PySpark and SparkSQL), S3, and Athena. - Building and improving financial validate models using AWS SageMaker ML algorithms including XGBoost, LinearLearner, and BlazingText. - Building StatementOCR to recognise account details and transactions from bank statement documents using AWS Textract, TesserOCR, and Tesseract. - Using SageMaker JupyterNotebook to clean data, train ML models, and deploy ML model endpoints. - Integrating ML models and exposing data insights via APIs written in C#. - Developing financial validate models in C#.

    • Germany
    • Market Research
    • 1 - 100 Employee
    • Software Developer
      • May 2017 - Oct 2018

      - Improving categorisation engine to better classify financial transaction records. - Developing ETL for bank transaction records using S3, Lambda, SQS and PHP. - Using machine learning to learn text patterns of bank transaction records. - Using R, Python, PHP, MySQL, Superset, AWS (S3, Lambda, EC2, RDS, SQS, Redshift, Athena). - Improving categorisation engine to better classify financial transaction records. - Developing ETL for bank transaction records using S3, Lambda, SQS and PHP. - Using machine learning to learn text patterns of bank transaction records. - Using R, Python, PHP, MySQL, Superset, AWS (S3, Lambda, EC2, RDS, SQS, Redshift, Athena).

    • Denmark
    • IT Services and IT Consulting
    • 1 - 100 Employee
    • Technical Director
      • Feb 2017 - Apr 2018

      • Building a platform where people in their before- and after-retirement age can form a group and lead a social project. • Using PHP Laravel, Javascript, MySQL, CSS, jQuery, AWS Stack. • Building a platform where people in their before- and after-retirement age can form a group and lead a social project. • Using PHP Laravel, Javascript, MySQL, CSS, jQuery, AWS Stack.

    • Australia
    • Research
    • 200 - 300 Employee
    • Functional Analyst / Solution Architect Intern
      • Aug 2016 - Jan 2017

      • Designed the architecture of wellbeing measurement system. • Compiled business needs to define functional requirements. • Prototyped the measuring tool using Javascript, jQuery, Drupal, Lime Survey, AWS. • Designed the architecture of wellbeing measurement system. • Compiled business needs to define functional requirements. • Prototyped the measuring tool using Javascript, jQuery, Drupal, Lime Survey, AWS.

    • South Korea
    • IT Services and IT Consulting
    • 1 - 100 Employee
    • Software Engineer
      • Aug 2013 - Jul 2015

      - Rwanda 4G LTE • Developed a supply chain management system to distribute items in Rwanda. • Full-stack development using Javascript, Java, Spring Framework, Oracle DB. • Trained local employees about the system, and documented system guides. - Billing & Customer Service System • Developed a logistics and sales management system. • Developed a daily process to migrate customers’ data. • Full-stack development using Javascript, Java, Spring Framework, Oracle DB - Rwanda 4G LTE • Developed a supply chain management system to distribute items in Rwanda. • Full-stack development using Javascript, Java, Spring Framework, Oracle DB. • Trained local employees about the system, and documented system guides. - Billing & Customer Service System • Developed a logistics and sales management system. • Developed a daily process to migrate customers’ data. • Full-stack development using Javascript, Java, Spring Framework, Oracle DB

    • Software Developer
      • Mar 2012 - Jul 2013

      • Developed contents management system, online furniture website, online electronics store and an Android comic book app. • Developed a daily process to distribute data from POS to logistic centers. • Full-stack development using Javascript, jQuery, Java, Spring Framework, Oracle DB, MySQL, MSSQL. • Developed contents management system, online furniture website, online electronics store and an Android comic book app. • Developed a daily process to distribute data from POS to logistic centers. • Full-stack development using Javascript, jQuery, Java, Spring Framework, Oracle DB, MySQL, MSSQL.

    • South Korea
    • Computers and Electronics Manufacturing
    • 700 & Above Employee
    • Interpreter & Translator
      • Mar 2010 - Mar 2011

      • Translated and assured quality of technical documents on manufacturing guides of Samsung’s mobile phones and distributed to regional offices including Argentina, Brazil, China, India, the U.S. and Vietnam. • Translated and assured quality of technical documents on manufacturing guides of Samsung’s mobile phones and distributed to regional offices including Argentina, Brazil, China, India, the U.S. and Vietnam.

Education

  • Carnegie Mellon University
    Master of Science in Information Technology, Business Intelligence and Data Analytics
    2015 - 2017
  • Seoul University of Foreign Studies
    Master of Arts (M.A.), Consecutive Interpretation & Translation
    2008 - 2010
  • Namseoul University
    Bachelor of Engineering (B.E.), English Language and Literature/Letters
    2001 - 2007

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