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siddiquafathima/README.md
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πŸ‘‹ Hey there, I'm Siddiqua Fathima

AI Engineer | GenAI & LLM Engineer

πŸš€ Building Intelligent AI Systems



🌸 About Me

I'm Siddiqua Fathima, an aspiring AI Engineer passionate about transforming innovative ideas into intelligent, production-ready applications.

I enjoy designing AI systems that combine Large Language Models, Machine Learning, Computer Vision, and Backend Engineering to solve practical problems.

πŸ’‘ My Focus

  • πŸ€– Generative AI & Large Language Models
  • 🧠 AI Agents & Agentic Workflows
  • πŸ“š Retrieval-Augmented Generation (RAG)
  • πŸ‘οΈ Computer Vision
  • βš™οΈ FastAPI Backend Development
  • πŸ—„οΈ Database Design
  • 🐳 Docker & Deployment
  • 🌍 Open Source Learning

🎯 Mission

To build reliable, scalable, and impactful AI applications that bridge research and real-world use.

"My Neural Nets Never Sleep."




πŸš€ AI Engineering Dashboard

πŸ€– AI Engineering 🧠 Generative AI πŸ‘οΈ Computer Vision βš™οΈ Backend
AI Agents LLMs OpenCV FastAPI
RAG LangChain PyTorch REST APIs
Prompt Engineering LangGraph TorchVision PostgreSQL
Production AI Gemini Image Processing Docker

πŸ’» Tech Stack

πŸ‘¨β€πŸ’» Languages



πŸ€– AI β€’ Machine Learning



βš™οΈ Backend



πŸ—„οΈ Database



☁️ DevOps & Tools


🌟 Core Expertise

Area Focus
πŸ€– AI Engineering Production AI Applications
🧠 GenAI LLMs β€’ AI Agents β€’ Prompt Engineering
πŸ“š RAG LangChain β€’ LangGraph β€’ FAISS
πŸ‘οΈ Computer Vision PyTorch β€’ OpenCV
βš™οΈ Backend FastAPI β€’ REST APIs
πŸ—„οΈ Data PostgreSQL β€’ SQLAlchemy
πŸš€ Deployment Docker β€’ Railway

πŸ“Œ Current Focus

🧠 Designing AI Agents

β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ

πŸš€ Building LLM Applications

β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ

βš™οΈ Backend Engineering

β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ

πŸ‘οΈ Computer Vision

β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ

πŸ“š Learning MLOps

β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘β–‘

πŸ’­ Philosophy

"Great AI isn't just about training better models. It's about building intelligent systems people can trust and use."


πŸš€ Featured AI Projects

"Engineering intelligent solutions with AI, Machine Learning, Computer Vision, and Generative AI."


🧠 DermaAssist AI Agent

An intelligent dermatology assistant that combines Computer Vision, LLMs, and Retrieval-Augmented Generation (RAG) to support preliminary skin condition analysis.

✨ Highlights

  • πŸ€– Google Gemini-powered AI Assistant
  • πŸ“š Retrieval-Augmented Generation (RAG)
  • πŸ–ΌοΈ PyTorch Image Classification
  • πŸ” FAISS Vector Search
  • 🩺 AI-assisted dermatology guidance
  • πŸ’¬ Conversational medical assistant

πŸ› οΈ Tech Stack

Python β€’ PyTorch β€’ FastAPI β€’ LangChain β€’ LangGraph β€’ Google Gemini β€’ FAISS β€’ Sentence Transformers

πŸ’¬ Customer Feedback Insights Pipeline

A production-ready GenAI analytics platform that transforms customer feedback into structured business insights using Large Language Models.

✨ Highlights

  • πŸ€– LLM-powered sentiment analysis
  • ⚠️ Urgency detection
  • πŸ“‹ Structured JSON validation
  • πŸ”„ Automatic retry mechanism
  • πŸ“Š Business analytics
  • πŸ—„οΈ PostgreSQL integration

πŸ› οΈ Tech Stack

Python β€’ FastAPI β€’ PostgreSQL β€’ SQLAlchemy β€’ Pydantic β€’ NVIDIA NIM API

πŸ“ˆ AI Churn Revenue Optimization System

An end-to-end Machine Learning application that predicts customer churn and recommends business strategies to improve retention and revenue.

✨ Highlights

  • πŸ“Š Predictive Analytics
  • πŸ€– Machine Learning Models
  • πŸ“‰ Churn Prediction
  • πŸ“ˆ Revenue Optimization
  • βš™οΈ Feature Engineering
  • πŸ“‘ Explainable Insights

πŸ› οΈ Tech Stack

Python β€’ Scikit-learn β€’ Pandas β€’ NumPy β€’ Matplotlib

πŸš’ CrisisFlow AI Environment

A multi-agent emergency response simulation platform designed to model disaster scenarios and assist in intelligent decision-making.

✨ Highlights

  • 🚨 Emergency simulations
  • πŸ€– Multi-agent AI workflows
  • ⚑ Decision support engine
  • 🧠 Intelligent automation
  • 🌍 Real-world inspired scenarios

πŸ› οΈ Tech Stack

Python β€’ FastAPI β€’ REST APIs β€’ AI Agents


πŸ† Achievements

πŸ… Achievement Description
πŸ† IEEE Conference Publication Published research on Machine Learning-based Cyberbullying Detection
πŸš€ Meta PyTorch Hackathon Built AI solutions using PyTorch
πŸ€– AI Engineering Projects Developed multiple end-to-end AI systems
🌍 Open Source Journey Learning through GitHub and OpenCV contributions
πŸŽ“ MCA Specialization Artificial Intelligence & Machine Learning

πŸŽ–οΈ Certifications

πŸ… Google β€” Generative AI

πŸ… Accenture North America β€” Data Analytics & Visualization

πŸ… Women in Leadership

πŸ… Forward Program


πŸ“ˆ GitHub Analytics



πŸ“Š Contribution Activity


🌱 Currently Learning

πŸ”¬ AI Research βš™οΈ Engineering
Multi-Agent AI MLOps
Advanced RAG Kubernetes
Vision-Language Models Cloud Deployment
AI Safety CI/CD
Distributed AI Systems Scalable Infrastructure

πŸ’‘ Engineering Philosophy

"I don't just train AI modelsβ€”I engineer intelligent systems that are reliable, scalable, and built for real-world impact."


🀝 Let's Connect

I enjoy collaborating on AI Engineering, Generative AI, LLM Applications, Computer Vision, Backend Development, and Open Source.



πŸ’Ό Open To

πŸ’‘ Looking For βœ… Status
AI Engineer Roles 🟒 Open
GenAI / LLM Engineer Opportunities 🟒 Open
Machine Learning Projects 🟒 Open
Research Collaborations 🟒 Open
Open Source Contributions 🟒 Open

πŸ’– Support My Work

If you like my work and find my projects useful,

⭐ Star my repositories

🍴 Fork interesting projects

🀝 Let's collaborate

πŸ’¬ Connect with me


🐍 Contribution Snake

Snake animation


🌱 Currently Exploring

🧠 Agentic AI β€’ πŸ€– Large Language Models β€’ πŸ“š Advanced RAG β€’ πŸ‘οΈ Vision-Language Models β€’ ☁️ MLOps β€’ πŸš€ Cloud AI


πŸ’¬ Fun Fact

"My Neural Nets Never Sleep."

I'm passionate about turning research ideas into production-ready AI systems that solve meaningful real-world problems.


πŸ“ˆ Visitor Counter


❀️ Thanks for Visiting!



⭐ If you enjoyed exploring my profile, consider starring a repository or connecting with me!


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  1. DermaAssist-AI-Agent DermaAssist-AI-Agent Public

    AI-powered dermatology assistant using Gemini, LangChain, RAG, FAISS, and CNN-based skin disease classification.

    Python

  2. realtime-chat-app realtime-chat-app Public

    Real-time chat app with WebSocket messaging, Redis pub/sub for horizontal scaling, JWT auth, and Flutter mobile client

    Dart

  3. AI-Churn-Revenue-Optimization AI-Churn-Revenue-Optimization Public

    An end-to-end Machine Learning system for customer churn prediction, business revenue analysis, retention strategy recommendation, and interactive Streamlit dashboard.

    Jupyter Notebook