ML/AI · SPATIAL COMPUTING · PRINCETON

Hi!
I'm Ranveer

Building spatial intelligence.

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Projects

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Research

4D Spatiotemporal Relighting

Ongoing research on neural relighting in dynamic 3D scenes—learning how light, materials, and geometry evolve across time to enable realistic illumination of moving objects.

Advances neural rendering for immersive AR/VR and digital twin pipelines where lighting must stay consistent as scenes change.

PyTorchNeural Rendering3D VisionCUDAPython
2025

Web Development

ProteinArchitect

A web platform for protein architecture analysis and visualization. Explore protein structures, analyze molecular interactions, and visualize complex biological data through an intuitive interface.

Built for researchers needing accessible structural biology tools without expensive software.

ReactTypeScriptPythonWebGLBioinformatics
2025

AI/Healthcare

DentalConnect

An AI-powered diagnostic platform for dental care that makes preventative care and accurate diagnostics more accessible. Patients can upload photos to receive instant visual reports highlighting potential issues like cavities, gingivitis, or discoloration.

Trained on 10,000+ dental images; built at a hackathon to make preventative care more accessible.

PythonReactFastAPIAWSSageMaker
2024

Mobile Development

NutriLens

An innovative iOS app that transforms your fridge into a smart nutrition guide. Users can snap photos of their fridge contents and receive personalized, sustainable recipe recommendations powered by AI.

Reduces food waste by turning existing fridge contents into personalized meal plans.

SwiftXCodeiOSGemini APIComputer Vision
2024

Machine Learning

Bollywood Movie Recommender

A machine learning algorithm built with Python using pandas, numpy, and PyTorch to recommend Bollywood movies based on user preferences. Features an interactive web interface for seamless user experience.

Demonstrates collaborative filtering and content-based ML recommendation techniques.

PythonPyTorchPandasNumPyReact
2024

Web Development

SimplyResearch

A Ruby on Rails web application where users can upload PDF files of research papers and generate custom slides, summaries, and infographics in seconds. Features Google OAuth authentication and automated content generation.

Cuts research-to-presentation time from hours to seconds using automated summarization.

Ruby on RailsJavaScriptHTMLSCSSDocker
2024
// ranveer.circt
func buildVirtualMind() void {
  let ptr = allocate(sizeof(NeuralNet));
  train(ptr, dataset);
  // TODO: free(ptr) ← you forgot this
  // ⚠ memory leak at 0x000000
}

Hi! I'm Ranveer.

I'm an ML/AI researcher at Princeton building spatial intelligence—machine learning systems that understand and manipulate the physical world in 3D and over time.

My current research focuses on 4D spatiotemporal relighting and hardware compilers for low-resource language models. Reach out if you're working on neural rendering, world models, or applied ML—I'd love to chat!

When I'm not coding, you'll find me cooking with my family, playing a board game, or making tech related instagram reels @rsingh.daily.

parsing ranveer.circt...

Based inPrinceton, NJ
StudyingPrinceton University
CurrentlyML/AI systems for the physical world
Open toResearch, ML systems, and design engineering roles

Experience

  • Deployed 3 critical CI/CD tests within the TigerData storage service, elevating codebase test coverage by 8%.
  • Resolved 4 high-priority bugs within TigerData ensuring functionality and data integrity for 25+ researchers.
  • Collaborated with DevOps to design and implement PostgreSQL schemas, increasing dataset capacity by 15%.
  • Provided direct technical support to 50+ researchers on GPU/CPU utilization, system access, and debugging.
  • Diagnosed critical bugs in Python code and scripts, improving program efficiency for 90% of users.
  • Clarified complex technical concepts to improve user self-sufficiency, reducing repeat inquiries by 20%.
  • Generated 3 Python projects to teach OOP fundamentals to 3,000 students.
  • Collaborated with tutors to standardize GitHub and Markdown best practices, reducing dev overhead by ~150 hours/year.
  • Enhanced online quiz platform with React-based animations to improve engagement and learning.

Blog

March 14, 2026

AI Slop & Changing the World

My ideas on creating useful AI products and avoiding slop.

Read

March 1, 2024

The Future of Web Development

A deep dive into emerging technologies and frameworks that are shaping the future of web development and user experiences.

6 min read

February 20, 2024

Optimizing React Performance

Practical techniques and strategies for optimizing React applications, from code splitting to memoization and beyond.

10 min read

Let's build something together

If you are exploring neural rendering, world models, or spatial ML for intelligent systems, I would love to talk.

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