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Luke Hong
Data Engineer
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Luke Hong

Data Engineer
An experienced data engineer with 9 years of expertise in constructing cost-efficient and reliable data pipelines, building continuously updating machine learning systems, and backend development. I am keenly interested in designing and developing data platforms for diverse industries.
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BlueX Trade
National Taichung University of Education
Taipei City, Taiwan
台灣

Professional Background

  • 現在の状況
    無職
  • Profession
    Data Engineer
    Software Engineer
    Machine Learning Engineer
  • Fields
  • 職務経験
    6〜10年 (6〜10年関連の実務経験)
  • Management
  • Skills
    Python
    SQL
    Database
    Docker
    Machine Learning
    Data Engineering
    Linux
  • Languages
    Chinese
    ネイティブまたはバイリンガル
    English
    流暢
  • Highest level of education

Job search preferences

  • Desired job type
    フルタイム
    リモートワークに興味あり
  • Desired positions
    Data Engineer
  • 希望の勤務地
  • Freelance

Work Experience

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Data Engineer

3月 2021 - 4月 2023
2 yrs 2 mos
Taipei City, Taiwan
- Utilized DBT for Data Lineage to reduce the complexity of our ETL pipeline which improved the development process by 30% - Simplified the ETL pipeline and execution dependencies using Docker - Migrated tasks that require heavy resources to Snowflake, resulting in reduced execution time for scheduled tasks by 90% and enhanced convenience for data scientists - Survey Snowflake and compare it to our system at that time and make an internal sharing to other development teams later - Built training and monitoring process for the price forecasting model on the AWS Sagemaker - Built internal reports for the finance, operation, and product team to know better our own products, and also built external report dashboards for our customers' daily usage
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Data Engineer

7月 2019 - 11月 2020
1 yr 5 mos
Taipei City, Taiwan
Data Engineering and Machine Learning - Constructed a streaming data pipeline which is capable of handling 600k events/min in a 2-core CPU environment for an anomaly detection system - Developed data preprocessing tools using PySpark on AWS to cater various data scientist requirements - Created time-series anomaly detection systems and log-based detection systems Development - Packaged and deployed data pipeline and model serving services to Kubernetes - Efficient component of streaming data pipeline with Golang
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Data Engineer

7月 2017 - 7月 2019
2 yrs 1 mo
Taipei City, Taiwan
Data Engineering - Developed, maintained, and optimized a data pipeline which increases service availability from 95% to 99.9% while handling 10 million events per day - Activity analyzed and visualized data to enhance decision-making for team leaders and product managers - Built performance and monitoring dashboards and utilize standard deviation to showcase the trends in our metrics which helps us to understand the performance of our product - Developed and maintained the ETL pipeline with Airflow and PySpark Machine Learning - Constructed a text CNN model using PyTorch for precise advertising article classification - Developed models for generating article embeddings to enhance the recommender system's capability in suggesting related articles Development - Implement data analysis component with backend engineers - Deployed programs using Docker to enhance maintainability and flexibility

Backend Engineer

9月 2015 - 6月 2017
1 yr 10 mos
Development - Developed backend applications and designed database schema - Integrated third-party payment solutions into the payment procedures, resulting in a 10% increase in revenue - Implemented the Git workflow and coding style in the development process to decrease the occurrence of code conflicts and human errors by 60% Data Engineering and Machine Learning - Transplant search system with Elasticsearch that reduces cost by 75% - Data analysis and visualization for testing the feasibility of new product - Build machine learning for spam article filter

Web Developer

1月 2013 - 8月 2014
1 yr 8 mos
- Built websites with PHP and JavaScript

Education

Bachelor’s Degree
Computer Science and Information Engineering
2010 - 2014