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πŸ˜‡ Hi there

πŸ‘‹ My name is Mindong Choi
πŸ—οΈ SNU CEE & IMAI
πŸ₯° Into every field of AI
🌱 AI generalist with web development skills


πŸ“– Career and Academic Experience

Company / Lab / School Position Period
Togglecampus AI + Full Stack Developer 2023-09 β€” now
KT Convergence Technology Institute Research Intern 2023-07 β€” 2023-09
VIP Lab, SNU GSDS Intern 2022-12 β€” 2023-03
SNU Civil Environmental Engineering Undergraduate 2018-02 β€” now
SNU IMAI Undergraduate (Double major) 2023-03 β€” now


πŸ’» Tech Stacks

Languages

python typescript kotlin

ML & DL Frameworks

pytorch tensorflow

DB & Cloud

mongo_db google_cloud vercel elastic_search

IDE & OS & Ops

linux docker mac_os ubuntu

docker intellij vscode

React

react NextJS redux react_query

styled_component tailwind_css radix_ui

App development

react_native flutter electron

Backend

fast_api spring



πŸ”₯Projects


Project Description
A client-side rendering service that evaluates squat posture using seven different labels. Developed a flow for classifying real-time pose video data from webcam input on a browser using the MediaPipe framework. #BrowserAI #VideoAI #Mediapipe #AIaaS
MRI Reconstruction AI for Fast MRI Challenge 3rd place winner in the fastMRI 2022, the largest AI modeling competition at SNU. Built a model combining E2E-Varnet and RCAN. Trained and performed inference of large-size AI models on an 8GB GPU by applying various model memory optimization techniques. #MemorySaving #Pytorch
Change Detection & Climate Detection AI for PlanetA Challenge 1st place winner in the PlanetA 2022, an AI modeling competition for solving natural science problems at SNU. Built a multi-modal siamese nested unet to solve the change detection problem. Applied a UNet++ model to detect atmospheric rivers.#AIModeling
Recommendation & NLP based E-Commerce Website Responsible for web development of an AIaaS demo site for fashion item recommendation and review summarization. Developed the front-end of the site using React JS, the back-end using MongoDB and Express, and built a model server with FastAPI. #AIaaS #WebDevelopment
Algorithm for Locating Elderly Leisure Facilities based on Graphs Selection of the optimal locations for elderly leisure facilities in Gwanak-gu. Constructed a pedestrian network and embedded various variables. Designed an objective function using matrix operations and used a genetic algorithm to determine the optimal location. #Graph #GeneticAlgorithm #MCLP
AI Employee: RAG-based AI chatbot system designed for welfare services Project undertaken during an internship at KT Convergence Technology Institute's AI Service Planning Department. Developed an RAG-based multiturn chatbot system that recommends services and answers questions based on user inquiries about welfare services. #RAG #ChatBot #WebDev
Lane in Night: Research for robust lane detection during night time using STM Final project for a Transportation Planning and Laboratory class focused on lane detection AI models. Used a modified STM model for lane segmentation. #LaneDetection #STM #ImageSegmentation
Optimizing Waiting Times for Seoul Taxi Service for the Disabled Using Multi Attribute Weight Model Project submitted for an undergraduate research project, incorporating various features and the K-Means algorithm for optimizing taxi-user assignments, inclusive of numerous experiments for enhancement #Optimization #TaxiMatching #TransportationPlanning #Kuhn-Munkres


Git farm

orange fritters's Projects

ai-archive icon ai-archive

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ai-employee icon ai-employee

[KT internship] RAG based AI chatbot answering queries about welfare service guideline by Ministry of health and welfare

bitamin-conference icon bitamin-conference

[Project] NLP and Recommendation System Based Fashion E-Commerce Platform Demo Resources

fast-mri icon fast-mri

[FastMRI Challenge] E2E-VarNet + RCAN Combination for MRI Reconstruction

finance-web icon finance-web

[Project] Dashboard for financial portfolio optimization

lane-in-night icon lane-in-night

[CEE301 Final project] Research for robust lane detection during night time using STM

planet-a icon planet-a

[Planet A Competition] Multimodal-SNUNet for Change Detection & UNet++ for Climate Detection

productive-box icon productive-box

Are you an early 🐀 or a night πŸ¦‰? Let's check out in gist

taxi-matching-research icon taxi-matching-research

[Undergraduate Independent Study] Optimizing Waiting Times for Seoul Taxi Service for the Disabled Using Multi Attribute Weight Model

urban-design icon urban-design

[CEE302 Final project] Resolving MCLP Using Walking Graph Network and Genetic Algorithm for the Proposal of Elder Facilities Locations in Gwanak-Gu

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