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Shadow-linux-png/README.md

Hi, I'm Aryan Shukla πŸ‘‹

AI/ML Engineer | FastAPI Developer | Building Production-Oriented AI Systems


About Me

I am a B.Tech Computer Science (AI/ML) student focused on building practical AI applications using Machine Learning, Retrieval-Augmented Generation (RAG), and Backend Development.

My interest lies in transforming ideas into deployable products through intelligent automation, scalable APIs, and production-oriented AI workflows.


Technical Stack

Programming

  • Python

Backend Development

  • FastAPI
  • REST APIs

Machine Learning

  • Scikit-learn
  • NumPy

AI & LLM Systems

  • Retrieval-Augmented Generation (RAG)
  • Prompt Engineering
  • FAISS
  • Vector Databases
  • Tool Calling

Databases

  • MongoDB
  • SQLite

Tools

  • Git
  • GitHub
  • Docker

Core Concepts

  • Data Structures
  • Object-Oriented Programming
  • API Design

Featured Projects

πŸ“š RAG-Based AI Assistant

A deployed Retrieval-Augmented Generation (RAG) system for document-based question answering.

Highlights

  • Built semantic search using FAISS and sentence embeddings
  • Developed document ingestion and chunking pipelines
  • Designed modular retrieval and response generation architecture
  • Improved answer relevance through contextual retrieval
  • Deployed using FastAPI and Docker

Technologies

Python β€’ FastAPI β€’ FAISS β€’ Sentence Transformers β€’ Docker

Live API

https://ml-api-67j7.onrender.com/docs

Repository

https://github.com/Shadow-linux-png/rag-fastapi-assistant


πŸ” AI-Based Login Anomaly Detection System

A deployed machine learning system for detecting suspicious login behavior through anomaly detection.

Highlights

  • Implemented Isolation Forest-based anomaly detection
  • Engineered behavioral features from login activity
  • Built anomaly scoring and threshold-based detection
  • Developed an interactive Streamlit dashboard
  • Designed for security monitoring and anomaly visualization

Technologies

Python β€’ Scikit-learn β€’ FastAPI β€’ Streamlit

Live Application

https://anomalydetection-geu44sjyunzueygohtzyu5.streamlit.app/

Repository

https://github.com/Shadow-linux-png/Anomaly_Detection


Experience

Independent AI/ML Developer

2024 – Present

  • Built FastAPI-based machine learning applications and backend APIs
  • Developed AI systems involving anomaly detection and document retrieval
  • Integrated machine learning models with REST APIs for real-time inference
  • Worked on end-to-end development, deployment, testing, and optimization

Education

Bachelor of Technology (B.Tech)

Computer Science & Engineering (AI/ML)

United Institute of Technology, Prayagraj

2023 – 2027


Areas of Interest

  • Artificial Intelligence
  • Machine Learning Systems
  • Retrieval-Augmented Generation (RAG)
  • Backend Development
  • AI Agents
  • API Engineering

Let's Connect

πŸ“§ Email: as3061693@gmail.com

πŸ’» GitHub: https://github.com/Shadow-linux-png

πŸ”— LinkedIn: https://www.linkedin.com/in/aryan-shukla-3821b135a/


Building AI Systems That Solve Real Problems

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