Data Cleaning and Exploration with Machine Learning (eBook, ePUB)
Michael Walker
eBook, ePUB

Data Cleaning and Exploration with Machine Learning (eBook, ePUB)

Get to grips with machine learning techniques to achieve sparkling-clean data quickly

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Many individuals who know how to run machine learning algorithms do not have a good sense of the statistical assumptions they make and how to match the properties of the data to the algorithm for the best results. As you start with this book, models are carefully chosen to help you grasp the underlying data, including in-feature importance and correlation, and the distribution of features and targets. The first two parts of the book introduce you to techniques for preparing data for ML algorithms, without being bashful about using some ML techniques for data cleaning, including anomaly detecti...

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