class Siddhant:
university = "University of Wisconsin-Madison"
degree = "B.S. Computer Science + Mathematics"
graduating = 2027
location = "Madison, WI"
interests = ["Quantitative Finance", "Machine Learning",
"Systems Programming", "Competitive Programming"]
currently = "Building things that sit at the edge of math and code"
contact = "csiddhant12@gmail.com"| Project | Description | Stack | Links |
|---|---|---|---|
| 🎙️ Cadence | Speech fluency analysis platform. Custom 2-tier ML pipeline (wav2vec2 + rules-based DSP), 97.9% F1, dual transcription cross-referencing, adaptive learning system with GCP. CheeseHacks 2026. | FastAPI wav2vec2 Google Cloud Next.js |
   |
| 📈 Quant Backtest Engine | Event-driven backtester with walk-forward OOS validation. Black-Litterman + Ledoit-Wolf + Kelly Criterion. 0.80 OOS Sharpe, 18.4% CAGR, 50k-path Monte Carlo. | Python NumPy pandas scipy |
|
| 🌾 TRACTION | Real-time crop disease detection. ConvNeXt → ONNX Runtime, 94% accuracy, 12+ FPS, <150ms latency. Offline Llama 3.2 advisor. Top 5 — Qualcomm Edge AI Hackathon. | PyTorch ONNX ConvNeXt Streamlit |
|
| ⚙️ Custom MemAlloc | 64-bit thread-safe memory allocator in C. Segregated free lists, O(1) lookup, 6M+ ops/sec across 8 threads, 85%+ utilization. ARM64/Apple Silicon optimized. | C POSIX ARM64 mmap |
|
| 🧬 Bio-Intel Agent | Automated biomedical literature pipeline. PubMed → extractive NLP summarization → Slack alerts. FastAPI, Redis caching, 28 tests passing. | FastAPI Biopython Redis Docker |
|
| 🔬 NetMHCstabpan Docker | Containerized peptide-MHC binding stability pipeline. ARM64/AMD64 cross-arch deployment. Reduced setup from 2.5hrs to <15min. Used by 3+ teams at MD Anderson. | Docker Bash ARM64 |
|
┌─────────────────────────────────────────────────────────────────────┐
│ UNDP — Independent Research Consultant Dec 2025–Jan 2026│
│ Python pipeline processing $2B+ OECD development finance │
│ OLS regression across 50+ countries · Dashboards → senior leadership│
├─────────────────────────────────────────────────────────────────────┤
│ MD Anderson Cancer Center — Bioinformatics Intern Jun–Aug 2025 │
│ Containerized NetMHCstabpan · 90% setup time reduction │
│ Runbooks adopted by 3+ research teams │
├─────────────────────────────────────────────────────────────────────┤
│ Qatar Computing Research Institute — ML Intern May–Aug 2023 │
│ Time-series classification on 50,000+ astronomical observations │
│ +14% accuracy over baseline · 120+ exoplanet candidates identified │
└─────────────────────────────────────────────────────────────────────┘
Languages
ML & Data
Infrastructure
