Machine Learning Cookbook with Python

Machine Learning Cookbook with Python

Create ML and Data Analytics Projects Using Some Amazing Open Datasets


This eBook includes

Formats : EPUB, PDF (Downlodable)

Pages : 264

ISBN : 9789389898002

Language : English

About the Book

Book description

A Cookbook that will help you implement Machine Learning algorithms and techniques by building real-world projects

Key Features

● Learn how to handle an entire Machine Learning Pipeline supported with adequate mathematics.
● Create Predictive Models and choose the right model for various types of Datasets.
● Learn the art of tuning a model to improve accuracy as per Business requirements.
● Get familiar with concepts related to Data Analytics with Visualization, Data Science and Machine Learning.


Machine Learning does not have to be intimidating at all. This book focuses on the concepts of Machine Learning and Data Analytics with mathematical explanations and programming examples. All the codes are written in Python as it is one of the most popular programming languages used for Data Science and Machine Learning. Here I have leveraged multiple libraries like NumPy, Pandas, scikit-learn, etc. to ease our task and not reinvent the wheel. There are five projects in total, each addressing a unique problem. With the recipes in this cookbook, one will learn how to solve Machine Learning problems for real-time data and perform Data Analysis and Analytics, Classification, and beyond. The datasets used are also unique and will help one to think, understand the problem and proceed towards the goal. The book is not saturated with Mathematics, but mostly all the Mathematical concepts are covered for the important topics. Every chapter typically starts with some theory and prerequisites, and then it gradually dives into the implementation of the same concept using Python, keeping a project in the background.

What will you learn

● Understand the working of the O.S.E.M.N. framework in Data Science.
● Get familiar with the end-to-end implementation of Machine Learning Pipeline.
● Learn how to implement Machine Learning algorithms and concepts using Python.
● Learn how to build a Predictive Model for a Business case.

Who this book is for

This cookbook is meant for anybody who is passionate enough to get into the World of Machine Learning and has a preliminary understanding of the Basics of Linear Algebra, Calculus, Probability, and Statistics. This book also serves as a reference guidebook for intermediate Machine Learning practitioners.

Table of Contents

1. Boston Crime
2. World Happiness Report
3. Iris Species
4. Credit Card Fraud Detection
5. Heart Disease UCI

Machine Learning Cookbook with Python

eBook Preview

Author Details

BPB Publications

BPB Publications

BPB is Asia's largest publishers of Computer & IT books. For the last 63 years BPB has been a friend, philosopher and guide for programmers, developers, hardware technicians, IT Professionals who have made things happen in the IT World.

Our students work
with the Best

Related eBooks

View More

Annual Membership

Become a valued member of Tutorials Point and enjoy unlimited access to our vast library of top-rated Video Courses

Subscribe now
People having fun around a laptop

Online Certifications

Master prominent technologies at full length and become a valued certified professional.

Explore Now
People having fun around a laptop

Talk to us