Hi, I'm Madhawa Dissanayake

CS Student | Machine Learning Engineer

Specializing in Algorithmic Trading & Wildlife Photography

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About Me

Profile

Passionate About AI & Financial Markets

I'm a Computer Science student with a deep passion for Machine Learning and Algorithmic Trading. My journey combines cutting-edge AI research with practical applications in financial markets.

Equipped with high-performance hardware including an RTX 4090, I develop and train sophisticated models for market prediction, options strategies, and automated trading systems. When I'm not coding, you'll find me capturing wildlife through my lens.

Machine Learning & AI 95%
Python & Data Science 90%
Algorithmic Trading 85%

Tech Stack

Python TensorFlow PyTorch Pandas NumPy Scikit-learn SQL Git

Machine Learning Projects

Explore my portfolio of ML projects, from market prediction models to advanced trading algorithms

Project

SPY/QQQ Prediction Model

Advanced LSTM model for predicting S&P 500 and Nasdaq-100 ETF price movements with 87% accuracy.

Python TensorFlow Pandas
Model Accuracy
View Details
Project

Options Strategy Optimizer

Automated system for Iron Condor and other options strategies with real-time risk management.

Python NumPy QuantLib
Backtesting Results
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Project

Sentiment Analysis Trading Bot

NLP-powered trading bot that analyzes market sentiment from news and social media for trading signals.

Python BERT PyTorch
Sentiment Accuracy
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Project

Portfolio Optimization Engine

AI-driven portfolio optimization using Modern Portfolio Theory and machine learning techniques.

Python SciPy Pandas
Sharpe Ratio
View Details
Project

Volatility Prediction System

GARCH and ML hybrid model for predicting market volatility with real-time risk assessment.

Python TensorFlow statsmodels
Prediction Accuracy
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Project

RL Trading Agent

Deep Q-Network trading agent that learns optimal strategies through reinforcement learning.

Python PyTorch OpenAI Gym
Cumulative Returns
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Photography Portfolio

Capturing the beauty of wildlife and nature through my lens

Trading Dashboard

Real-time analytics and performance metrics from algorithmic trading strategies

+12.5%

Total Returns

$45,320

Live

Win Rate

68.4%

Optimal

Sharpe Ratio

2.34

Low

Max Drawdown

-8.2%

Strategy Performance

Jan
Feb
Mar
Apr
May
Jun

Recent Trades

Symbol Type P&L Status
SPY Call Spread +$245 Closed
QQQ Iron Condor +$180 Open
SPY Put Spread -$92 Closed
IWM Call Spread +$156 Closed
QQQ Butterfly +$203 Open

Risk Metrics

Value at Risk (VaR) $2,340
Beta 0.85
Alpha 1.23

Get In Touch

Let's discuss Machine Learning, Trading strategies, or potential collaborations

Let's Connect

Email

your.email@example.com

Location

Your City, Country

Education

Computer Science Student

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