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Exploring the effect of COVID-19 fatality rates on the Foreign Exchange Spot Price of a currency pair (GBP/USD) using shallow and deep learning neural networks. Technologies used: Google Colab, Jupyter Notebook, Python, Scikit-learn, Tensorflow, Pandas, Keras, Numpy & Matplotlib.