Welcome
Hi, I’m James Lewis — a data scientist, quant developer, and crypto-native researcher. I build real-time trading bots, ML pipelines, and blockchain analytics systems using statistical modeling and machine learning.
This site is my research portfolio and personal knowledge hub. You’ll find:
- ⚙️ Projects in trading, quant modeling, and DeFi
- 📘 Technical blog posts and walkthroughs
- 🧠 Applied research in data science, stats, and crypto
- 📈 Case studies and real-world signal experiments
🚀 Highlights
Real-Time Trading Bots
Low-latency execution systems driven by live signal detection across DeFi and crypto markets.
ML Forecasting Pipelines
Advanced quant models including QRFs and LightGBM with engineered alpha and confidence bounds.
Blockchain Analytics
Insights from Solana and EVM chains: wallet flows, token launches, and on-chain microstructure.
📂 Projects
Quantile Return Forecasting
MSc dissertation forecasting 72h return intervals of mid-cap Solana tokens using interpretable ML.
MLTradingBot
Full-stack bot infrastructure: data ingestion, feature engineering, live signal processing.
🧰 Tools I Work With
📝 Blog
Explore ideas in data science, trading, crypto analytics, AI, and real-world forecasting.
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