Python
Advanced scripting, OOP, automation, and AI/ML development with Pandas, NumPy, and LangChain.
Hi, I'm Umang Khavda
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AIML Student at Swaminarayan University • Building Automated Trading Systems & Autonomous AI Agents
About Me
My journey in technology and innovation
I am an AIML-focused IT student at Swaminarayan University. I enjoy breaking down complex problems into simple, reliable systems.
Currently developing Algorithmic Trading Systems with MQL5 that prioritize logic over speculation, and building Autonomous AI Agents using Python and LangGraph that can research and code independently.
My approach is grounded in consistency and execution—learning by doing. I'm also exploring Quantum Machine Learning to understand the next frontier of computation.
Education
AIML at Swaminarayan University
Building
Trading Bots & AI Agents
Exploring
Quantum Machine Learning
Technical Skills
Technologies I use to build impactful solutions
AI & Machine Learning
LLM integration, LangGraph agents, neural networks, and autonomous AI systems.
Algorithmic Trading
MQL5 Expert Advisors, MetaTrader 5, backtesting strategies, and automated Forex systems.
Web Development
HTML5, CSS3, JavaScript, React, responsive design, and modern UI/UX.
Databases
MySQL, SQLite, database design, and data persistence for AI applications.
Quantum ML
Qiskit basics, quantum algorithms, and quantum computing exploration.
Featured Projects
Real-world applications showcasing AI, automation, and innovation
⚛️ Quantum Case Study
Quantum-Enhanced Algorithmic Trading Engine
End-to-end quantitative trading pipeline fusing classical financial data engineering with quantum-native optimization. Ingests multi-asset market data (US Equities & Crypto) via Alpaca, constructs mean-variance covariance matrices, solves portfolio allocation through QAOA on Qiskit's Aer simulator, and executes live paper trades with institutional-grade risk controls.
Architecture: Data Ingestion → Quantum Optimization → Live Execution
- QAOA-driven portfolio weight optimization via variational quantum circuits
- QSVM-based directional price prediction for alpha signal generation
- Multi-asset universe: US Equities & Crypto with real-time Alpaca feeds
- Secure credential management with environment-variable isolation
2
Asset Classes
QAOA
Optimizer
QSVM
Predictor
3-Stage
Pipeline
Python
Qiskit
QAOA
QSVM
Alpaca API
NumPy
Pandas
View on GitHub
⭐ Featured
Algo Trend Scalper
Fully automated trading robot for MetaTrader 5 using custom-optimized Moving Average Crossover strategy with strict risk management.
Challenge: Implementing strict risk
management to minimize drawdown.
$1,290+
Net Profit
<2.5%
Drawdown
4.21
Sharpe Ratio
MQL5
MetaTrader 5
Forex
View on GitHub
🤖 AI Agent
Project Zero: Autonomous AI Agent
Recursive, self-correcting AI agent capable of writing, executing, and fixing Python code autonomously with persistent memory and web research.
Key Feature: Self-healing code
execution loops.
- Self-correcting code execution
- Persistent memory with SQLite
- Real-time web research
Python
LangGraph
SQLite
View on GitHub
📊 Dashboard
AI-Powered Hiring System
Interactive dashboard for candidate evaluation across Crisis Management and Sustainability. Designed to reduce bias in high-volume recruitment.
Learned: Dashboard UI/UX and complex
database schemas.
- AI-powered candidate ranking
- Interactive skill heatmap
- Dynamic leaderboard
React
JavaScript
MySQL
View on GitHub
🌐 Web
Portfolio Website
Modern single-page portfolio with smooth scrolling, particles background, and accessibility-focused interactions.
Learned: Single Page Application
architecture and performance tuning.
HTML5
CSS3
JavaScript
View on GitHub
Get In Touch
Have a project or question? Let's connect!