JackNgamviteemit
From Data to Systems to Decisions
CMDA student at Virginia Tech — specializing in data analytics, data science, and AI/ML. I architect systems that transform raw data into decisive intelligence.
What IWORK WITH
A full stack of data and AI tools — from raw data pipelines to deployed machine learning models.
Python, SQL, Pandas, NumPy, Streamlit, Tableau. Turning messy datasets into clear, actionable insights.
·Scikit-learn, TensorFlow, PyTorch. Building and deploying models that actually work in production.
·ETL pipelines, data cleaning, API integration, automation. Getting data where it needs to go.
·Plotly, Matplotlib, Streamlit dashboards. Making data tell its story visually.
·Stock trading bot using ML for signal detection and automated execution. Python, Alpaca API.
·LiveDEPLOYMENTS
Deployed projects and interactive demos that show my work beyond static code.
Paper Trading Platform
A real-time paper trading platform with autonomous trading logic, market-hour scheduling, price feeds, portfolio tracking, and risk controls.
F1 Race Replay + Strategy Simulator
An interactive race simulation and visual replay system with animated car movement, timing tower logic, pit stop behavior, and strategy modeling.
Marriott CodeFest App
A deployed full-stack application built for a hospitality-focused coding challenge, hosted as a production-style demo.
Bank Stress Testing Dashboard
An interactive financial analytics dashboard for stress testing, credit loss forecasting, and capital adequacy analysis under macroeconomic scenarios.
TradingBERT Financial Sentiment Project
A financial NLP project using BERT-based sentiment modeling to test whether financial news sentiment can improve short-term SPY direction prediction.
ML-Enhanced Pairs Trading Strategy
A quantitative trading research project combining cointegration-based pairs trading with machine learning filters and out-of-sample backtesting.
Certifications
Credentials that support my work across analytics, data systems, machine learning, and business decision-making.
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