Katelyn Kim
Coquitlam, BC | +1 604 440 5203 | wlsdud194@hotmail.com |
SKILLS
- Python
- .NET
- C#
- JavaScript
- HTML
- CSS
- React
- Django
- ASP.NET
- Figma
- Windows
- Linux
- machine_learning
WORK EXPERIENCE
APPLICATION DEVELOPER
Mercur IT Solutions
Sep 2021 - April 2021
- VB.NET/Python/C#
- ASP.NET
- fullstack_development
- data_wrangling
- MySQL
- Developed a multithreaded application in VB.NET that processes text/video/image/pdf files in a network drive by making asynchronous RESTful API calls and saves processed data in MySQL database.
- Developed in VB.NET a recovery process for the multithreaded application to handle stale jobs resulting from an app crash.
- Developed in Python a data export process that preprocesses and exports categorical and textual data for model building.
- Implemented web components in Dark Crawler including a scoreboard page for displaying suspicious users based on weighted activity scores and a user profile page visualizing user statistics in ASP.NET and VB.NET.
RESEARCH AND PROGRAM COORDINATOR
OPEN Technologies
Oct 2020 - Dec 2020
- data_wrangling
- model_building
- exploratory_analysis
- Independently performed an in-depth feasibility analysis of a prospective application that gives a roadmap of retrofit options for homeowners.
- Collected, merged, and cleaned large datasets from different sources such as EnerGuide Canada, Census, and Stats Can.
- Used supervised and unsupervised models to predict house attributes such as furnace and fuel types and electricity consumption.
- Presented all work done in daily meetings and presented the analysis results to the CEO and the team.
SENIOR MEDICAL TRNASLATOR/REVIEWER
CACTUS Communications
June 2016 - PRESENT
- technical_writing
- customer_handling
- Translate medical articles including research papers, clinical trial protocols, and medical records from Korean to English.
- Review/revise translated papers and provide feedback to junior translators.
- Communicate with clients to clarify unclear points in source text and suggest revisions.
- Have maintained high client ratings.
PROJECTS
GITLAB ANALYZER
CMPT 373 - Software Development Methods
- JavaScript
- React
- Data visualization
- UI/UX_design
- Contributed to frontend development for a web app analyzing students' GitLab contributions using React and Material UI.
- Implemented key features including data fetching/posting using axios, data visualization using Chart.js and Material UI components, and page navigation.
UTI PREDICTOR
CMPT 340 - Biomedical Computing
- Python
- Data_mining
- Data_visualization
- JavaScript
- React
- UI/UX_design
- Developed a web app predicting antimicrobial resistance against urinary tract infection and recommending antibiotics.
- Compared the performance of ML models and improved their accuracy via data cleaning, sampling, and hyperparameter tuning using Numpy, Pandas, and Ibmlearn libraries.
- Achieved prediction accuracy comparable to that achieved by an existing study using the same dataset.
- Designed the UI using Figma and contributed to frontend development using React.
MULTIMODAL EMOTION DETECTION PROJECT
CMPT 419 - Introduction to Affective Computing
- Python
- Data_mining
- Image_analysis
- Audio_analysis
- Classified six emotions in smiles and laughter using a multimodal approach (image and audio) and a self-created naturalistic dataset.
- Extracted features including action unit, eye gaze, and mel-frequency cepstral coefficient using OpenCV and Librosa libraries.
- Manipulated and cleaned data using libraries including Numpy and Pandas.
- Used scikit-learn's ML algorithms including SVM and decision tree to classify emotions.
KOR-ENG MEDICAL DICTIONARY
- Python
- Django
- React
- Web_scraping
- CRUD
- API_development
- Developed a Korean-to-English medical dictionary for personal use using Django, Sqlite, and React.
- Designed RESTful APIs with different permission levels using Django Rest Framework.
- Performed web scraping using BeautifulSoup to provide term context.
- Implemented CRUD operations.