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dedjack/README.md

Hi there, I'm Aman Choudhary 👋

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🚀 About Me

Data Engineering & AI/ML Engineer passionate about building intelligent systems that combine data engineering, AI, cloud infrastructure, and scalable backend architecture.

  • 🤖 Building production-ready AI applications using LLMs, RAG, and Vector Databases
  • 📊 Designing ETL pipelines for large-scale data ingestion and transformation
  • ⚡ Developing scalable backend systems with Python & FastAPI
  • ☁️ Working with AWS, PostgreSQL, Redis, and cloud-native deployments
  • 🌐 Experienced across Full Stack Development with React, Next.js & React Native
  • 🧠 Always exploring AI agents, workflow automation, and modern data platforms

🛠 Tech Stack

Languages

  • Python
  • JavaScript
  • TypeScript
  • SQL
  • C++

AI & Machine Learning

  • OpenAI APIs
  • Claude
  • RAG
  • pgvector
  • Prompt Engineering
  • Embeddings
  • Scikit-learn
  • Pandas
  • NumPy

Data Engineering

  • Apache Airflow
  • ETL Pipelines
  • Data Transformation
  • Workflow Orchestration
  • Data Cleaning
  • AWS S3
  • AWS EC2

Backend

  • FastAPI
  • REST APIs
  • JWT Authentication
  • PostgreSQL
  • MongoDB
  • MySQL
  • Redis
  • API Integrations

Frontend & Mobile

  • React.js
  • Next.js
  • React Native (Expo)
  • Tailwind CSS
  • Three.js

Cloud & DevOps

  • AWS
  • Docker
  • Nginx
  • Linux
  • PM2
  • GitHub Actions
  • Firebase

Tools

  • Git
  • GitHub
  • Postman
  • VS Code
  • PyCharm
  • Docker Desktop

💼 Professional Experience

Full Stack Developer

FinSocial Digital Systems

📍 Pune, India | Jun 2025 – Present

Highlights

  • 🤖 Developed an AI-powered LMS using Retrieval-Augmented Generation (RAG)
  • 🎥 Built a complete video-to-knowledge ETL pipeline with chapter-wise embeddings
  • 💬 Engineered a multi-model chatbot supporting GPT-4, Claude and multiple LLM providers
  • 📚 Created an AI Quiz Generator using semantic retrieval from pgvector
  • 📱 Built React Native applications with offline-first synchronization
  • 🎨 Developed high-performance 3D web experiences using Three.js + Next.js

📌 Featured Projects

🧠 AI Tutor Platform

An intelligent LMS powered by Retrieval-Augmented Generation.

Features

  • Video transcription pipeline
  • Chapter-wise semantic search
  • Vector embeddings
  • AI Tutor
  • AI Quiz Generator
  • Multi-LLM Support

☁️ Weather ETL Pipeline

Production ETL workflow built with Apache Airflow on AWS.

Features

  • OpenWeather API integration
  • Automated DAG scheduling
  • Data transformation with Pandas
  • AWS S3 storage
  • EC2 deployment

📈 California Housing Price Prediction

Machine Learning regression pipeline using Scikit-learn.

Features

  • Data preprocessing
  • Feature Engineering
  • Model comparison
  • Cross-validation
  • Performance evaluation

🌐 DedPost

A modern social media platform with gamified engagement.

Features

  • Real-time interactions
  • Admin Dashboard
  • User moderation
  • Rewards & Credits
  • MERN Stack

Current Focus

  • 🤖 AI Agents
  • 📊 Data Engineering
  • ☁️ Cloud Infrastructure
  • ⚡ Workflow Automation
  • 🧠 Large Language Models
  • 🔍 Retrieval-Augmented Generation
  • 📈 Machine Learning

📈 GitHub Stats


🤝 Connect With Me

📧 Email
workwithaman0@gmail.com

💼 LinkedIn
https://linkedin.com/in/amanchoudhary11

💻 GitHub
https://github.com/dedJack


"Turning data into intelligence and ideas into production-ready systems."

Pinned Loading

  1. weather-airflow-pipeline weather-airflow-pipeline Public

    End-to-end weather ETL pipeline using Airflow, AWS EC2 and S3

    Python

  2. etl-guardian-olympics etl-guardian-olympics Public

    A basic ETL pipeline built with Python that extracts Olympic medalist data from The Guardian website, performs data cleaning and transformation using pandas, and stores the processed data for analy…

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  3. mnist-digit-classifier mnist-digit-classifier Public

    A simple neural network built using TensorFlow/Keras. Used to predict handwritten digit.

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  4. california-housing-ml california-housing-ml Public

    Exploratory Data Analysis and price prediction on the California Housing Dataset using Machine Learning. Includes data visualization, train-test split (80/20), and a predictive model built with Pyt…

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    ChefsCompass a full-stack recipe android app with user authentication, allowing users to sign up, log in, and manage their profiles. It features CRUD operations for recipes, with a robust database …

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  6. PingMe PingMe Public

    Your next favorite chat app! Built with MERN, Socket.io for lightning-fast messages, and Cloudinary for picture-perfect sharing. 🚀

    JavaScript