LLM · DEEP LEARNING · ALGORITHM · DATA ENGINEERING · LLM · DEEP LEARNING · ALGORITHM · DATA ENGINEERING ·
SelectedCases
Case by case
01LLM
Stock Multi-Agent Financial Analyzer
Financial analysis platform combining an LLM Gateway with Playwright browser automation. Multi-agent collaboration (news / finance / trader / data) with Safety Guard and full artifact traceability.
FastAPI
Playwright
React
OpenAI
02Deep Learning
Maritime – High‑Risk & Anomaly Prediction
Integrated national weather, vessel static data, and real‑time AIS streams into ClickHouse and deep learning to predict grounding and anomalous behaviors and help prevent maritime incidents.
Deep Learning
Streaming
SQL
Structured & Unstructured Data
03Deep Learning
Disrupted Time-Series Forecasting under COVID-19
Compared SARIMA, Holt-Winters, and Prophet under COVID-19 disruptions. Designed three experimental groups (excluding / including / post-COVID data) to quantify the impact of external shocks on time-series forecasting.
Python
SARIMA
Prophet
Holt-Winters
04Algorithm
Slot Game Engine & Probability Optimizer
3×3 slot game engine combining Monte Carlo simulation with heuristic search to auto-optimize reel configurations under RTP 95% and win rate ≥ 55% constraints. Full-stack implementation with FastAPI backend and React frontend.