M.S. Data Science candidate at the University of Maryland, College Park. I build things end to end and benchmark every claim I make about them, from a cache-aware C++ matching engine down to a hand-verified RISC-V pipeline.
Five tracks I keep coming back to:
- Low-latency systems - lock-free C++, atomics, AVX2, kernel bypass, core pinning
- RTL / hardware - SystemVerilog, UVM, formal verification, AXI-Lite, CDC
- Quant & trading - regime detection, walk-forward backtesting, from-scratch HMMs
- Applied ML / GenAI - transformer architectures from scratch, RAG, agent orchestration
- Data engineering - AWS pipelines, PostgreSQL, MongoDB, Redis
Full write-ups with real benchmarks (not vibes) live on my portfolio.
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Limit Order Book & Matching Engine
A price-time-priority matching engine taken from a correct-but-slow |
5-Stage Pipelined RISC-V CPU + UVM
A fetch-decode-execute-memory-writeback pipeline in SystemVerilog with hazard forwarding, a CDC bridge, and a 100+ test UVM regression at zero scoreboard mismatches.
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Building DeepSeek LLM From Scratch
A tested PyTorch implementation of the architecture, scaling laws, training loop, and DPO alignment from the DeepSeek LLM paper, verified against the paper's own reference numbers.
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AI-Powered Startup Deal Sourcing (founder-scout)
A LangGraph agent that enriches founder signals via the GitHub API and scores Series A fit with a gradient-boosted classifier (0.81 ROC-AUC).
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- Low-latency C++: limit-order-book-matching-engine · market-data-feed-handler · low-overhead-latency-tracer · q-timeseries-toolkit
- RTL and compilers: rtl-digital-design · verilog-compiler
- Distributed and real-time systems: google-file-system-simplified · tank-control-modbus · p2p
- Research implementations and RL: deepseek-llm-from-scratch · sparse-autoencoder · dcgan-mnist · text-to-image-generator · rl-puzzle-solver · DC-Motor-control-using-Reinforcement-Learning---DDPG
- Applied ML: time-series-anomaly-detection · remaining-useful-life-turbofan · anime-recommender · founder-scout · AI_Classifier · Real-vs-AI-Classifier · Fraud-Detection · Spending-Assistant · content-analytics-platform · hotel-site-selection
- LLM and data engineering: multi-agent-analytics · dmv-rag-pipeline · aws-healthcare-pipeline · Healthcare-Interoperability-Care-Coordination-Platform · eureka-research-lineage · datalineage
- Quant and trading: TradingAlgo · PairTrade · quant-learning-platform
- Tools: csv-version-control · RentTracker · Email-Read-Receipt
- Sites: Portfolio · data-consulting-portfolio