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This project is dedicated to forecasting 1-hour EURUSD exchange rates through the strategic amalgamation of advanced deep learning techniques. The incorporation of key technical indicators—RSI, MA, EMA, and VWAP—enhances the model's grasp of market dynamics

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attention attention-mechanism bilstm exponential-moving-average forecasting forex forex-prediction lstm lstm-cnn moving-average rsi technical-indicators time-series

eurusd_lstm_attention's Introduction

👋 Hi, I’m @mohammad95labbaf (Mohammad Ali Labbaf Khaniki)

👀 I’m interested in Deep Learning.

🌱 I’m currently learning new techniques in Computer Science and Python Development.

📫 You can find me on GitHub and Google Scholar.

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eurusd_lstm_attention's Issues

About Data leak

I have a question about the preprocessing section in the ipynb.

It seems that the preprocessing of min-max scaling is applied to the entire dataset, but it is not distinguished between training data and validation data, which may cause data leakage. How are you addressing this issue?

Prediction doesn't align with last row

So I pulled this down to work it through with your video and the predictions are coming from the middle of my csv. For instance, I have an AUD/USD df that is about 418 rows long post cleaning. I run through all the steps, dealt with the overfitting based on your suggestions. Then I added a table to print out the last 20 close values along with the predictions and graphs. When I do that I get a last close value that when I look it up it is in line 131 of the csv, has a value of 0.68362. The very last entry in my civ has a value of 0.65876. The prediction and value it is based off is not even close.

Any suggestions on how to fix this?

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