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Data Science Projects with Python

You're reading from Data Science Projects with Python A case study approach to gaining valuable insights from real data with machine learning

Product type Paperback

Published in Jul 2021

Publisher Packt

ISBN-13 9781800564480

Length 432 pages

Edition 2nd Edition

Languages

Python

Tools

Matplotlib

Concepts

Data Science

Author (1):

Stephen Klosterman

View More author details

Table of Contents (9) Chapters

Preface

1. Data Exploration and Cleaning

2. Introduction to Scikit-Learn and Model Evaluation FREE CHAPTER

3. Details of Logistic Regression and Feature Exploration

4. The Bias-Variance Trade-Off

5. Decision Trees and Random Forests

6. Gradient Boosting, XGBoost, and SHAP Values

7. Test Set Analysis, Financial Insights, and Delivery to the Client

Appendix

3. Details of Logistic Regression and Feature Exploration

Overview

This chapter teaches you how to evaluate features quickly and efficiently, in order to know which ones will probably be most important for a machine learning model. Once we get a taste for this, we'll explore the inner workings of logistic regression so you can continue your journey to mastery of this fundamental technique. After reading this chapter, you will be able to make a correlation plot of many features and a response variable and interpret logistic regression as a linear model.

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Authors (1)

Stephen Klosterman

Stephen Klosterman

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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Data Science Projects with Python

Data Science Projects with Python

Data Science Projects with Python will help you build a toolkit for solving data science problems with Python. You will learn how to implement machine learning techniques for deriving insights from data. These skills will help you develop the kind of state-of-the-art predictive models that are used to deliver value to businesses across industries.

Apr 2019 12h 28m

Data Science Projects with Python

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Data Science Projects with Python will help you build a toolkit for solving data science problems with Python. You will learn how to implement machine learning techniques for deriving insights from data. These skills will help you develop the kind of state-of-the-art predictive models that are used to deliver value to businesses across industries.

Apr 2019 12h 28m

Data Science Projects with Python

Data Science Projects with Python

Data Science Projects with Python will help you build a toolkit for solving data science problems with Python. You will learn how to implement machine learning techniques for deriving insights from data. These skills will help you develop the kind of state-of-the-art predictive models that are used to deliver value to businesses across industries.

Apr 2019 12h 28m

Data Science Projects with Python

Data Science Projects with Python

Data Science Projects with Python will help you build a toolkit for solving data science problems with Python. You will learn how to implement machine learning techniques for deriving insights from data. These skills will help you develop the kind of state-of-the-art predictive models that are used to deliver value to businesses across industries.

Apr 2019 12h 28m

Data Science Projects with Python

Data Science Projects with Python

Data Science Projects with Python will help you build a toolkit for solving data science problems with Python. You will learn how to implement machine learning techniques for deriving insights from data. These skills will help you develop the kind of state-of-the-art predictive models that are used to deliver value to businesses across industries.

Apr 2019 12h 28m

Data Science Projects with Python

Data Science Projects with Python

Data Science Projects with Python will help you build a toolkit for solving data science problems with Python. You will learn how to implement machine learning techniques for deriving insights from data. These skills will help you develop the kind of state-of-the-art predictive models that are used to deliver value to businesses across industries.

Apr 2019 12h 28m

Data Science Projects with Python

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Data Science Projects with Python will help you build a toolkit for solving data science problems with Python. You will learn how to implement machine learning techniques for deriving insights from data. These skills will help you develop the kind of state-of-the-art predictive models that are used to deliver value to businesses across industries.

Apr 2019 12h 28m

Data Science Projects with Python

Data Science Projects with Python

Data Science Projects with Python will help you build a toolkit for solving data science problems with Python. You will learn how to implement machine learning techniques for deriving insights from data. These skills will help you develop the kind of state-of-the-art predictive models that are used to deliver value to businesses across industries.

Apr 2019 12h 28m

Data Science Projects with Python

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Data Science Projects with Python will help you build a toolkit for solving data science problems with Python. You will learn how to implement machine learning techniques for deriving insights from data. These skills will help you develop the kind of state-of-the-art predictive models that are used to deliver value to businesses across industries.

Apr 2019 12h 28m

Data Science Projects with Python

Data Science Projects with Python

Data Science Projects with Python will help you build a toolkit for solving data science problems with Python. You will learn how to implement machine learning techniques for deriving insights from data. These skills will help you develop the kind of state-of-the-art predictive models that are used to deliver value to businesses across industries.

Apr 2019 12h 28m

Data Science Projects with Python

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Data Science Projects with Python will help you build a toolkit for solving data science problems with Python. You will learn how to implement machine learning techniques for deriving insights from data. These skills will help you develop the kind of state-of-the-art predictive models that are used to deliver value to businesses across industries.

Apr 2019 12h 28m

Data Science Projects with Python

Data Science Projects with Python

Data Science Projects with Python will help you build a toolkit for solving data science problems with Python. You will learn how to implement machine learning techniques for deriving insights from data. These skills will help you develop the kind of state-of-the-art predictive models that are used to deliver value to businesses across industries.

Apr 2019 12h 28m

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