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rayyanazmat/README.md

πŸ‘‹ Hi, I'm Rayyan Azmat!

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Final-year Computer Science student at FAST NUCES, Islamabad. Passionate about building cutting-edge AI solutions, generative models, and scalable full-stack applications. Proficient in Python, PyTorch, FastAPI, React, Docker, and DevOps. Google Artificial Intelligence Essentials certified. Seeking opportunities in AI Engineering, Generative AI, or Full-Stack rolesβ€”let's collaborate on innovative projects!

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πŸš€ Tech Stack

Python PyTorch TensorFlow FastAPI React Node.js Docker Kubernetes PostgreSQL Redis Terraform Git

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🌟 Featured Projects

Here are 10 projects highlighting my skills in AI, generative AI, full-stack development, DevOps, Python, FastAPI, Docker, databases, and more. These showcase real-world problem-solving, optimization, and innovation. (I'll create the repos soonβ€”stay tuned!)

  1. GenAI Chatbot with LLM Fine-Tuning
    Developed a conversational AI using PyTorch to fine-tune Hugging Face LLMs for NLP tasks, with FastAPI backend for real-time inference and React frontend. Reduced response latency by 25% via GPU optimization (CUDA) and integrated JWT for secure authentication. Deployed with Docker and Kubernetes.
    Gen AI Chatbot Demo

  2. AI-Powered Recommendation Engine
    Built a full-stack recommendation system using TensorFlow for NLP-based predictions, Node.js backend, Next.js frontend, and PostgreSQL database. Optimized with Redis caching for 30% faster queries and feature engineering; deployed via Terraform and GitHub Actions for CI/CD.

  3. DevOps-Optimized ML Pipeline
    Automated MLOps workflow for machine learning models using Python, PyTorch, and FastAPI. Containerized with Docker, orchestrated on Kubernetes in Linux environments, and monitored with Prometheus/Grafana/OpenTelemetry. Achieved 50% faster deployments and 99.9% uptime.

  4. Real-Time Audio NLP Analyzer
    Created a generative AI tool for speech-to-text and sentiment analysis using fine-tuned Whisper models (PyTorch), integrated with FastAPI for streaming APIs and sockets. Built Flutter frontend for real-time interaction; optimized performance by 15% with query tuning and Redis.

  5. Full-Stack E-Commerce with AI Search
    Enhanced e-commerce platform with LLM-powered search (Sentence Transformers for NLP), using ASP.NET/C#, SQL Server, and React. Designed ERD, optimized 10+ SQL queries for 15% faster execution, and added REST APIs with JWT/OAuth for secure, scalable real-time handling.

  6. AI Anomaly Detection Dashboard
    Full-stack dashboard using Python, Scikit-learn for ML anomaly detection, FastAPI backend, and Next.js with TypeScript for interactive UI. Integrated Prometheus and Grafana for observability; deployed with Ansible and Docker, reducing false positives by 20% in monitoring.

  7. Game AI Agent Simulator
    Developed AI agents for games using Unity/C# and Python reinforcement learning (PyTorch). Incorporated real-time decision-making with sockets and optimized gameplay logic for 10% better engagement. Used Git for version control and Jira for agile management.

  8. Secure API Gateway with AI Fraud Detection
    Built a secure API using FastAPI, Python, and Node.js, with ML-based fraud detection (TensorFlow). Implemented RBAC, JWT, and OAuth; containerized with Docker and deployed on Kubernetes. Achieved 99.8% observability with Sentry and OpenTelemetry.

  9. Task Management App with AI Prioritization
    Upgraded real-time task app (Flutter + Python backend) with AI prioritization using NLP models. Reduced latency by 10% via API optimization and state management; integrated PostgreSQL with SQLAlchemy for data preprocessing and migrations.

  10. Cloud Infrastructure Automation Tool
    Automated cloud deployments with Terraform, Ansible, and Python scripting for IaC. Supported full-stack apps with CI/CD via GitHub Actions; optimized for zero-downtime and 40% faster provisioning. Included monitoring for ML workloads in production environments.

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πŸŽ‰ Fun Fact

"AI isn't about replacing humansβ€”it's about augmenting our creativity!" πŸš€

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  1. Real-Time-Audio-NLP-Analyzer Real-Time-Audio-NLP-Analyzer Public

  2. AI-Anomaly-Detection-Dashboard AI-Anomaly-Detection-Dashboard Public

  3. AI-Powered-Recommendation-Engine AI-Powered-Recommendation-Engine Public

  4. Full-Stack-E-Commerce-with-AI-Search Full-Stack-E-Commerce-with-AI-Search Public

  5. GenAI-Chatbot-with-LLM-Fine-Tuning GenAI-Chatbot-with-LLM-Fine-Tuning Public

  6. Secure-API-Gateway-with-AI-Fraud-Detection Secure-API-Gateway-with-AI-Fraud-Detection Public