Hi, I'm Sid.

I grew up on the Peninsula, got into the mountains through Scouts, and now split my time between Purdue and the Bay Area. I build data tools, climb, and keep field notes from both.

Selected work

Projects where the decisions matter as much as the finished artifact.

Kalisi

live

A map of Bay Area food spots pulled from the recommendations people share. It turns scattered social posts into places you can browse by neighborhood and heat.

Resolve each video to a real place, then rank the map with a weekly Heat Index.

  • 100+ Bay Area spots
  • Heat-ranked from social video
  • Weekly Heat Index
Kalisi map of San Francisco with heat-ranked restaurant pins
Kalisi

DeDuper

active

A native SwiftUI app for finding near-duplicate photos without uploading a camera roll.

Run the vision pipeline on-device so the camera roll never needs a network connection.

  • 1.5 MB build
  • 100% on-device processing
  • Zero network calls
DeDuper near-duplicate review screen
DeDuper

An Elo Monte Carlo forecast checked against prediction markets and sportsbook prices.

Compare model probabilities with market prices instead of presenting the forecast alone.

  • 20,000 simulations
  • 48 teams
  • 3 odds sources
World Cup Predictor dashboard comparing model and market win probabilities
World Cup Predictor

An investment-banking-style equity valuation with a formula-driven DCF, defense-peer comparables, sensitivity analysis, and a one-page memo.

Generate the Excel model with Python while keeping the workbook formulas inspectable.

  • DCF and comparables cross-check
  • Target near $560
  • +16% total return thesis
Lockheed Martin Valuation DCF and comparables cross-checkTarget near $560+16% total return thesis

More: Sticker Map , Bay Area Radar , Usage Dashboard , Trips

Off the clock

The other half of the site is trips: fourteen of them mapped and captioned by hand, from the Lost Coast to Guatemala. Right now I'm plotting an Eastern Sierra trip up 395.

Waterfall dropping over granite into a shaded pool in Yosemite
Yosemite. October 2024.
Sunset light over the Pacific Ocean on the Lost Coast
The Lost Coast. January 2025.
Layered sandstone cliffs under a clear blue sky at Red Rock Canyon
Red Rock Canyon. December 2025.

Experience

Resume

Lockheed Martin

AI + Cloud Intern

May 2026 to present. Previously Data Science Intern, Summer 2025.

  • Made Lockheed data instantly queryable for 150 staff across 20 teams with a custom LLM chatbot, all running on information that cannot leave the enterprise.
  • Saved $2M+ annually by optimizing cloud across 90+ Aeronautics environments using Docker, OpenShift, and AWS EC2.
  • In 2025, built a Python LLM app that turned weekly briefs from 50+ managers into digests for 100+ directors and VPs, and cut 1,000+ hours of manual reporting with 7 Tableau dashboards.

Boilermaker Consulting

Consultant

January 2026 to present. West Lafayette, IN.

  • Sized a 630K+ student market and segmented it into 3 buyer archetypes for a K-12 edtech client.
  • Led the Arkansas workstream on a 6-person team, owning go-to-market and the analysis of 8+ providers.
  • Built a market-entry framework the team reused across a 5-state expansion.

World Wildlife Fund

Data Science Researcher

August 2025 to present. West Lafayette, IN.

  • Architected a GCP BigQuery and Dataplex lakehouse for a mangrove-conservation project spanning 80+ sensors across 19 locations.
  • Designed ingestion for weather, water-quality, and camera-trap data through Cloud Functions and Cloud Run.
  • Standardized schemas and Dataplex governance and shipped 5+ Terraform IaC improvements.

Contact

Have a messy dataset, a half-formed product idea, or a Sierra route recommendation? Email me.