Seoyoung Oh standing-o

Data Scientist | ML Engineer

Achievements

standing-o /README.md

Proficient in Problem Framing/Solving through Mathematical Data Analysis and Applying AI-Driven Approaches

Multi-LLM/Agent System, Multimodal Content AI, Manufacturing AI, Medical AI ^{Histo/Cyto Pathology}
Generative AI ^{SD, SDXL, LoRA}, Text-to-Image/Video, Time-series Forecasting ^{LSTM, Transformer}
Computer Vision ^{CNN, ViT, VLM}, NLP ^{LLM, SLM}, Audio (Speech), OOD/Anomaly Detection, XAI
MLOps, Kafka, FastAPI, Docker, GCP, AWS
Mathematical Modelling ^{Dynamics of ODE, PDEs}, Topological Data Analysis, Mathematical Data Science, Graph Theory

SoH_estimation_of_Lithium-ion_battery SoH_estimation_of_Lithium-ion_battery Public

State of health (SOH) prediction for Lithium-ion batteries using regression and LSTM

Jupyter Notebook 290 58
Combined_Dataset_for_Speech_Emotion_Recognition Combined_Dataset_for_Speech_Emotion_Recognition Public

A collection of dataset consists of a total of 8 English speech datasets for SER

Jupyter Notebook 30
Machine_Learning_Paper_Review Machine_Learning_Paper_Review Public

Machine learning Paper review and code implementation

Jupyter Notebook 5 1
Lengyel-Epstein_Pattern_Classification Lengyel-Epstein_Pattern_Classification Public

Classification of pattern images based on Lengyel-Epstein model

Jupyter Notebook 4 1
Stock_Anomaly_Detection_and_Explanation Stock_Anomaly_Detection_and_Explanation Public

A deep learning approach to US stock market analysis and its explanation using correlation networks

Jupyter Notebook 3
Air_Pollution_Forecasting_with_Numerical_Modeling_and_ML Air_Pollution_Forecasting_with_Numerical_Modeling_and_ML Public

Air pollution forecasting with convection-diffusion model and LSTM

Jupyter Notebook 6 3