<aside> 💡 Data Scientist

Experience : ML&DL Demand Prediction, Applied AI Service, Business Data Analysis, and Business Insight Report

✉️ [email protected] 📱 +82-010-3066-0864

</aside>

Hello. I am Hongkyu Lim, a data scientist who studies Machine Learning and knows apply it to profitable business services.

I am currently in charge of research on demand prediction deep learning models and developing AI route recommendation service for TaaS(Transportation as a Service, e.g) ride-share, car-hailing) framework at HAIV (UNIST, Ulsan Institute of Science and Technology).

Work Experience

AI Applied Service

ML&DL

🔎 Profile

Education

Ulsan Institute of Science and Technology General Graduate School

2021.1 - 2022.12

M.Sc in Artificial Intelligence

HAIV - Human-AI Interaction and Information Visualization Lab

Artificial Intelligence Deep Learning Prediction Technology Specialized Lab

Emporia State University(KS, USA)

2017.7 - 2020.5

Computer Science & Information Systems

⚒️ Skills

Hard Skills

• Applied AI Service Framework
• Business Demand Prediction
• Designing & Development of high-Efficiency System Based on Real-Time Demand Prediction
• Time-Series Forecasting Deep Learning Model Analysis and Development
• Data Analysis in Time Series Data and Spatio-Temporal Data

Tools

• Python
• Pytorch
• Tensorflow
• SQL
• gRPC

Patent and Paper

Patent

2022 Real-Time High-Profitable Route Recommendation AI Service Framework Demand-Responsive Transport (DRT) Service Based on Deep Learning Demand Prediction

• I provide real-time demand forecasting AI service for multiple departure/arrival route recommendation that overcomes the technical limitations of DRT(Demand-Responsive Transport) operating technology and guarantees high profitable route recommendation of demand-response vehicles (DRT)

Papers

ICLR 2022 Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting (4th author)

• I analyzed the structure of Memory Network and developed baseline models to prove its performance.

👩🏻‍💻 Model Code Check

Every model codes are privatized respecting the intellectual property of HAIV lab in UNIST.