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aryanj10/README.md
Typing SVG

Aryan's Banner Azure DS Azure AI Profile Views

Building systems that remove manual work β€’ LLMs, RAG, Agents β€’ Open to collaboration

πŸ’« About Me

I build AI systems that turn messy docs and repetitive workflows into clean data and automated actions. From payroll parsing at scale to RAG pipelines and inference servers, I ship end-to-end solutions that save time, cut costs, and actually get used.

    🎯 What I Do

    • 🧠 Document AI for PDFs/RTFs/Excels (payroll, statements, reports)
    • πŸ€– Agentic automation with Browser/Playwright + LLMs
    • πŸ”Ž RAG systems, vector search, re-ranking, and evaluation
    • πŸš€ ML deployment with Triton, FastAPI, Docker, GitHub Actions
Coding

πŸ† Impact Highlights

Savings

$20K+

Labor Saved

End-to-end payroll document automation used by real clients

Docs

1,000+

Docs Parsed

Robust parsing of PDFs/RTFs β†’ schema-validated JSON

Stores

25M+

Rows Analyzed

P&L analytics, EBITDA drivers, and forecasting dashboards

Deploy

Prod

Deployments

Triton + FastAPI inference services with CI/CD


🌐 Connect With Me

🧠 My Tech Stack

πŸ’» Languages & Frameworks

Python R SQL JavaScript TypeScript C++ FastAPI Dash Streamlit

πŸ€– AI & ML

PyTorch TensorFlow scikit-learn HuggingFace LangChain FAISS RAG OpenAI vLLM XGBoost

πŸ›  Infra, DevOps & Cloud

Triton Docker Linux GitHub Actions AWS Azure PostgreSQL

🧠 Learning & Exploring

Agentic AI Retrieval Evaluation Geospatial AI Self-hosted LLMs

🎯 Featured Projects

Payroll LLM Extractor

Payroll


  • Parsed 1,000+ payroll PDFs/RTFs β†’ structured JSON
  • Auto-uploads to Accountant's World; saved $20K+ labor
  • Modular earnings/tax mapping + review UI
CW-RIS

Wind


  • Overlays wind hazards with child population exposure
  • Top-5 vulnerability zones + trend time-series
  • Built for UN Hackathon challenge
Triton Deployment

Gears


  • vLLM + Python backend preprocessors
  • Batch inference (100k images) pipeline
  • Metrics + GitHub Actions CI
PriceCompare Agent

Search


  • Structured JSON outputs with schema validation
  • Amazon vs Walmart scraping + normalization
Philly Crime

Crime


  • Public dataset (2006–2025) with dashboards
  • Homicide nowcast + cluster analysis
Resume Editor

Memo


  • Upload JSON + LaTeX β†’ export polished PDF
  • Supports per-user storage + versions

πŸ”¬ Current Research & Explorations

Reasoning

RAG

Agents

Geo

⚑ Development Metrics


πŸ“ Recent Activity Highlights

πŸ† GitHub Achievements

GitHub Trophies

πŸ’‘ Open to collaborating on impactful AI projects that remove repetitive work.


Last updated: September 2025

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  1. UN-Hackathon-Child-Wind-Risk-Intelligence-System UN-Hackathon-Child-Wind-Risk-Intelligence-System Public

    CW-RIS is a child-centered wind risk analysis app that overlays real-time ECMWF ERA5 wind forecast data with child population exposure (e.g., from WorldPop), school density, and hospital accessibil…

    Python

  2. Triton-Implementation Triton-Implementation Public

    This repo walks through deploying an image classification pipeline using an ensemble model in NVIDIA Triton Inference Server. The architecture offloads preprocessing to a Python backend and classif…

    Jupyter Notebook

  3. XAI-Gradcam-Twin-System XAI-Gradcam-Twin-System Public

    Explainable AI project using ResNet-18 to classify real vs. diffusion-generated cat images with Grad-CAM heatmaps and Twin System nearest-neighbor explanations for interpretability.

    Jupyter Notebook

  4. Browser-Use-Price-Comp-Bot Browser-Use-Price-Comp-Bot Public

    AI-powered browser automation tool to compare Amazon and Walmart prices. Extracts product details, avoids sponsored listings, and returns structured JSON highlighting the cheaper source with differ…

    Python