Summary
Overview
Work History
Education
Skills
Websites
Languages
Timeline
Generic

Sumin Lim

Summary

Software Developer who is enthusiastic about developing AI service and managing server and infrastructure. Having experiences making web services based on Machine Learning and Deep Learning. Interested in understanding AI trend and applying AI technologies to solve real world problems.

Love to write what I learned and share knowledge.

Overview

1
1
year of professional experience

Work History

Infrastructure Engineer

Ringle
03.2023 - Current

- Migrate EC2 instances to Kubernetes cluster

- Manage Kubernetes cluster (resources, pv / pvc)

- Migrate RDS to Helm Chart DB

- Establish Kubernetes cluster back-up / restore strategy

AI Developer

Synapse Imaging
03.2022 - 12.2022

- Develop anomaly detection system that determines whether a board image is defective during the circuit board process

- Use only normal images while training deep learning model.

Front End Web Developer

YG Entertainment
04.2022 - 10.2022

- Build an automatic social web page crawler to analyze fan data(ex. Youtube) and create a data analysis service using the data

- Develop a function to collect and monitor data from Instagram, TikTok, youtube, etc. with a crawler, and an API and UI showing the cumulative sum of each column or the differences between dates

Fv-AD: F-AnoGAN Based Anomaly Detection in Chromate

Sungkyunkwan University
03.2022 - 07.2022

- Develop deep learning-based outlier detection system for outlier detection in the chromate process and proposition of a process system in a factory

- Develop GAN-based deep learning model that determines defective products using only good images

- Published Journal: https://www.mdpi.com/2076-3417/12/15/7549

Education

Bachelor of Science - Data Science / Computer Science

Sungkyunkwan University
Seoul, South Korea
06.2024

Skills

    - Programming languages : Python, JavaScript, Typescript, C/C

    - IDEs : VSCode, Eclipse, Vim

    - Databases : MySQL

    - Machine/Deep Learning : PyTorch, TensorFlow

    - Framework : React, Django

    - Infrastructure: Kubernetes, Docker, Ansible

Languages

Korean
Native or Bilingual
English
Professional Working
Japanese
Elementary

Timeline

Infrastructure Engineer

Ringle
03.2023 - Current

Front End Web Developer

YG Entertainment
04.2022 - 10.2022

AI Developer

Synapse Imaging
03.2022 - 12.2022

Fv-AD: F-AnoGAN Based Anomaly Detection in Chromate

Sungkyunkwan University
03.2022 - 07.2022

Bachelor of Science - Data Science / Computer Science

Sungkyunkwan University
Sumin Lim