O'Reilly logo

Mastering Machine Learning with Python in Six Steps: A Practical Implementation Guide to Predictive Data Analytics Using Python by Manohar Swamynathan

Stay ahead with the world's most comprehensive technology and business learning platform.

With Safari, you learn the way you learn best. Get unlimited access to videos, live online training, learning paths, books, tutorials, and more.

Start Free Trial

No credit card required

©  Manohar Swamynathan 2019
M. SwamynathanMastering Machine Learning with Python in Six Stepshttps://doi.org/10.1007/978-1-4842-4947-5_4

4. Step 4: Model Diagnosis and Tuning

Manohar Swamynathan1 
(1)
Bangalore, Karnataka, India
 

In this chapter, we’ll learn about the different pitfalls that one should be aware and will encounter while building a machine learning (ML) system. We’ll also learn industry standard efficient design practices to solve it.

Throughout this chapter we’ll mostly be using a dataset from the UCI repository, “Pima Indian diabetes,” which has 768 records, 8 attributes, 2 classes, 268 (34.9%) positive results for a diabetes test, and 500 (65.1%) negative results. All patients were females at least 21 years old of Pima Indian heritage. ...

With Safari, you learn the way you learn best. Get unlimited access to videos, live online training, learning paths, books, interactive tutorials, and more.

Start Free Trial

No credit card required