Book Image

Neural Network Projects with Python

By : James Loy
Book Image

Neural Network Projects with Python

By: James Loy

Overview of this book

Neural networks are at the core of recent AI advances, providing some of the best resolutions to many real-world problems, including image recognition, medical diagnosis, text analysis, and more. This book goes through some basic neural network and deep learning concepts, as well as some popular libraries in Python for implementing them. It contains practical demonstrations of neural networks in domains such as fare prediction, image classification, sentiment analysis, and more. In each case, the book provides a problem statement, the specific neural network architecture required to tackle that problem, the reasoning behind the algorithm used, and the associated Python code to implement the solution from scratch. In the process, you will gain hands-on experience with using popular Python libraries such as Keras to build and train your own neural networks from scratch. By the end of this book, you will have mastered the different neural network architectures and created cutting-edge AI projects in Python that will immediately strengthen your machine learning portfolio.
Table of Contents (10 chapters)

The diabetes mellitus dataset

The dataset that we will be using for this project comes from the Pima Indians Diabetes dataset, as provided by the National Institute of Diabetes and Digestive and Kidney Diseases (and hosted by Kaggle).

The Pima Indians are a group of native Americans living in Arizona, and they are a highly studied group of people due to their genetic predisposition to diabetes. It is believed that the Pima Indians carry a gene that allows them to survive long periods of starvation. This thrifty gene allowed the Pima Indians to store in their bodies whatever glucose and carbohydrates they may eat, which is genetically advantageous in an environment where famines were common.

However, as society modernized and the Pima Indians began to change their diet to one of processed food, the rate of type 2 diabetes among them began to increase as well. Today, the incidence...