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Hi, I'm π Seiya Umemoto. I mainly develop machine learning based applications.
β’ Github**:** https://github.com/Seiya-Umemoto β’ Find me on π Facebook / Instagram
Favorite Programming Languages and Frameworks(By the order of my proficiency):
Language: Python, JavaScript, Java, C, C++
Framework: Django, React, React Native
DevOps Tool: Github, Docker, Jira, Confluence
Cloud: AWS(Studying)
Database: SQLite, MySQL
Open Source Library: Keras, Tensorflow, Numpy, Pandas, Matplotlib, OpenCV, OpenGL
OS and Middle Ware: Ubuntu, WSL, ROS
Certificates:
TOEIC 925 scores: 2020.10
TOPIK grade 6: 2020.11
MOS PowerPoint: 2018.08
Interests: Cloud Computing, Parallel Processing, Time Series Analysis(Finance), Computer Vision
Internship Experience:
**Virtual Tech Japan Inc. (In Japan) (μΌλ³Έ κ°μν κΈ°μ μ£Όμνμ¬)**
Supporting Staff in Kyoto Open Source Conference, Drone Teaching Assistant in Nagasaki, Research in predicting the fluctuation of exchange rate with Machine Learning method
**University of Nevada, Las Vegas (In the United States) (λ€λ°λ€ 주립 λνκ΅ λΌμ€λ² κ°μ€)**
Research in predicting the fluctuation of exchange rate with Deep Learning method
**RENDEZVUE Inc. (In Korea) (λλ°λ·° μ£Όμνμ¬)**
Research in detecting and classifying objects with computer vision technique(Please refer to https://github.com/Seiya-Umemoto/yoloboard)
Experience of presentation at academic conferences:
Korea Society of Information Communication Security Ethics(νκ΅μ 보ν΅μ 보μμ€λ¦¬νν)
Comparative study of Deep Reinforcement Learning Methods - Case Study of Korean Stock Market(Applying only LSTM)
KSC2020 at Korean Institute of Information Scientists and Engineers(νκ΅μ 보과νν)
Comparative study of Deep Reinforcement Learning Methods - Case Study of Korean Stock Market(Applying DNN, LSTM, CNN)
Presentation at a Poster Session
Published at P9.10-1 Artificial Intelligence X (Refer to link)
Experience of participating Competitions:
The 3rd Competition of Autonomous Cars at Kunmin University(κ΅λ―Όλνκ΅ μμ¨μ£Όν κ²½μ§λν)
Dropped out at the preliminary(10 teams out of 50 were to advance to the finals)
Please refer to Works session below to learn what I've developed outside of internships
I mainly develop web applications and write paper about state-of-the-art technologies(in Korean though...)
I'm mostly on Facebook and Instagram. You can also connect with me via these channels(bios in Japanese, but feel free to contact me in Korean or Englishπ)
I write about how to develop products, set up environments, etc.