Applied Machine Learning for Data Science Practitioners by Vidya Subramanian ISBN 9781394155378, 1394155379 instant download

Applied Machine Learning for Data Science Practitioners by Vidya Subramanian ISBN 9781394155378, 1394155379 instant download

A reference book for anyone in the field of data science, Applied Machine Learning for Data Science Practitioners walks readers through the end-to-end process of solving any machine learning problem by identifying, choosing, and applying the right solution for the issue at hand. The text enables readers to figure out optimal validation techniques based on the use case and data orientation, choose a range of pertinent models from different types of learning, and score models to apply metrics across all the estimators evaluated.

Unlike most books on data science in today's market that jump right into algorithms and coding and focus on the most-used algorithms, this text helps data scientists evaluate all pertinent techniques and algorithms to assess all these machine learning problems and suitable solutions. Readers can make an informed decision on which models and validation techniques to use based on the business problem, data availability, desired outcome, and more.

Written by an internationally recognized author in the field of data science, Applied Machine Learning for Data Science Practitioners also covers topics such as

Data preparation, including basic data cleaning, integration, transformation, and compression methods, along with data visualization and exploratory analyses

Cross-validation in model validation techniques, including independent, identically distributed, imbalanced, blocked, and grouped data

Prediction using regression models and classification using classification models, with applicable performance measurements for each

Types of clustering in clustering models based on partition, hierarchy, fuzzy theory, distribution, density, and graph theory

Detecting anomalies, including types of anomalies and key terms like noise, rare events, and outliers

Applied Machine Learning for Data Science Practitioners is an essential