Arnav Verma

Marigold - Turn Lecture Notes to Timed Quizzes and Flashcards

Upload a PDF of your notes, get flashcards generated from it, study them, then take a timed quiz on the same material and see exactly what you missed. Re-reading feels like studying; being asked and getting it wrong is what sticks.

• React
• FastAPI
• SQLite
• Gemini

Monte Carlo Options Pricer

A Monte Carlo engine for pricing European and American options. With variance reduction, Greeks, and alternative asset dynamics and a backtest that puts its deltas to work hedging a real position on ten years of S&P 500 data.

• Hedge Funds
• Trading
• Quantitative Research

Vectorized Portfolio Backtesting Engine

A daily-frequency engine for multi-asset equity strategies, built around the things that actually decide whether a backtest means anything: vectorised computation, explicit look-ahead handling, real transaction costs and honest out-of-sample validation. The headline result is negative, which is the point.

• Quantitative Research
• Quantitative Trading
• Python

TRT Ship

A CLI and Python toolkit that takes a trained Pytorch model through ONNX export, TensorRT engine builds and INT8 calibration, numerical validation and benchmarking, to a Triton model repository

• PyTorch
• TensorRT
• CUDA

Synapse - A workflow Automation Engine

Building Synapse: a workflow engine that survives crashes You draw a workflow as a graph in the browser, hit publish, and a fleet of workers runs it reliably. If a worker dies halfway through, the work still gets done.

• PyTorch
• TensorRT
• CUDA

Semantic Video Search Engine

Point it at a folder of videos and type "a red car driving at night". It returns the exact timestamps, ranked across every video you own, each one playable at the moment it matched — searching the picture itself, not filenames or transcripts.

• PyTorch
• CLIP
• CUDA

Polish — a Cursor-like AI Document Editor

Upload a document in any format, edit it inline with an AI assistant that sees the surrounding text, and export back out to PDF, DOCX or LaTeX. Version history means an aggressive rewrite is never a one-way door.

• Next.js
• TypeScript
• Express
• PostgreSQL
• Gemini

Folio - Learning Tracker for Students with ADHD

If you're like me who's got ADHD and struggle a lot managing multiple resources to study. I built this for you, all of your study material at one place. Youtube, Books, PDFs, No juggling around.

• React
• FastAPI
• MongoDB
• Docker
• Cloudflare R2

Adapting LLaMA for NER Tasks

24 September 2025 · 7 min read

Customize your models using PEFT. Fine-tuning LLaMA 3.2 1B for token classification with LoRA adapters and 4-bit quantization, on a single GPU.

• Large Language Models
• LLM Finetuning
• NLP
• AI
• Llama 3

Language Model Distillation

18 March 2026 · 13 min read

Training a small student model to behave like a large teacher: what the soft probabilities actually carry, how to transfer attention patterns when the two models are different sizes, and how to tell whether it worked.

• Knowledge Distillation
• LLM
• Model Compression
• PyTorch

Building a Semantic Video Search Engine

2 August 2026 · 31 min read

Point it at a folder of videos, type "a red car driving at night", and get back exact timestamps across every video you own — each one playable at the moment it matched.

• CLIP
• FAISS
• Vector Search
• Python
• TypeScript

Kubernetes Pods Explained

2 August 2026 · 26 min read

What a Pod actually is, starting from the pause container nobody mentions: the lifecycle and its phases, imperative versus declarative creation, the manifest field by field, and the multi-container patterns worth knowing.

• Kubernetes
• Containers
• DevOps
• Infrastructure