Data science projects with Python : a case study approach to successful data science projects using Python, pandas, and scikcit-learn / Stephen Klosterman.
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 -- Imputation of Missing Data, Financial Analysis, and Delivery to Client.
Summary
This book will help readers get comfortable with using the Python environment for data science and will start them on a journey to mastering topics within machine learning.