Welcome to the Portfolio Optimization Challenge! In this competition, participants are tasked with optimizing a portfolio that includes five major assets: Bitcoin (BTC), Ethereum (ETH), Gold, Silver, and the S&P 500 Index. The objective is to achieve the highest possible return while adhering to a defined risk constraint. To make the problem more dynamic, BTC and ETH come with an added feature—option contracts for a married put strategy, ensuring that the maximum loss for these cryptocurrencies is capped at 3%. This creates a unique opportunity to explore hedging strategies and integrate risk mitigation directly into the portfolio optimization process. Participants will need to employ advanced financial modeling techniques, ranging from traditional portfolio theory to cutting-edge machine learning methods. The challenge involves analyzing historical data, understanding asset correlations, and implementing strategies that balance risk and reward effectively. With assets spanning cryptocurrencies, precious metals, and equities, this competition offers a rich and realistic scenario for portfolio management enthusiasts, financial analysts, and data scientists to showcase their expertise and innovation.