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A data science project of the Information and Data Analytics Foundation (IDAF) for a targetted advertising firm to forcast the likelihood that a customer will click on an ads sent to increase the Click Through Rate (CTR) of campaigns. This was achieved by analysis and training of a machine learning algorithm on customers' historical data.