Proposal:
As a data science professional with hands-on experience in time-series forecasting and predictive modeling, I have worked on a similar gold price prediction project. In this project, I developed and fine-tuned multiple forecasting models, including LSTM, ARIMA, and Prophet, achieving high accuracy in predicting gold price trends. I am confident in my ability to apply similar methodologies for your project.
I will begin by analyzing and preprocessing the provided dataset, focusing on key features such as date, price, open, high, low, volume, and %change. I will then implement an LSTM-based deep learning model, optimizing it for the best performance. The model will be validated using metrics such as RMSE and MAE, and backtesting will be conducted to ensure accurate predictions.
The deliverables will include the trained model, preprocessing scripts, a detailed evaluation report, and assistance with integrating the model into your gold trading platform.
Timeline: 4-5 days to complete the full project, including model development, validation, and integration support.