Data Science Projects with Python: A case study approach to gaining valuable insights from real data with machine learning, 2nd Edition
Author:   Stephen Klosterman
Publisher:   Packt Publishing Limited
Edition:   2nd Revised edition
ISBN:  

9781800564480


Pages:   432
Publication Date:   29 July 2021
Format:   Paperback
Availability:   In Print   Availability explained
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Data Science Projects with Python: A case study approach to gaining valuable insights from real data with machine learning, 2nd Edition


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Author:   Stephen Klosterman
Publisher:   Packt Publishing Limited
Imprint:   Packt Publishing Limited
Edition:   2nd Revised edition
ISBN:  

9781800564480


ISBN 10:   1800564481
Pages:   432
Publication Date:   29 July 2021
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

Table of Contents Data Exploration and Cleaning Introduction to Scikit-Learn and Model Evaluation Details of Logistic Regression and Feature Exploration The Bias-Variance Trade-off Decision Trees and Random Forests Gradient Boosting, XGBoost, and SHAP (SHapley Additive exPlanations) Values Test Set Analysis, Financial Insights, and Delivery to the Client

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Author Information

Stephen Klosterman is a Machine Learning Data Scientist with a background in math, environmental science, and ecology. His education includes a Ph.D. in Biology from Harvard University, where he was an assistant teacher of the Data Science course. His professional experience includes work in the environmental, health care, and financial sectors. At work, he likes to research and develop machine learning solutions that create value, and that stakeholders understand. In his spare time, he enjoys running, biking, paddleboarding, and music.

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