Book

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.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

12h28m

Language

English

About Book

Who Is This Book For?

If you are a data analyst, data scientist, or business analyst who wants to get started using Python and machine learning techniques to analyze data and predict outcomes, this book is for you. Basic knowledge of Python and data analytics will help you get the most from this book. Familiarity with mathematical concepts such as algebra and basic statistics will also be useful.

Book content

chapters 12h28m total length

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

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