Machine Learning and Deep Learning Using Python and TensorFlow

Understand the principles and practices of machine learning and deep learning

This hands-on guide lays out machine learning and deep learning techniques and technologies in a style that is approachable, using just the basic math required. Written by a pair of experts in the field, Machine Learning and Deep Learning Using Python and TensorFlow contains case studies in several industries, including banking, insurance, e-commerce, retail, and healthcare. The book shows how to utilize machine learning and deep learning functions in today’s smart devices and apps. You will get download links for datasets, code, and sample projects referred to in the text.

Coverage includes:

Machine learning and deep learning concepts

Python programming and statistics fundamentals

Regression and logistic regression

Decision trees

Model selection and cross-validation

Cluster analysis

Random forests and boosting

Artificial neural networks

TensorFlow and Keras

Deep learning hyperparameters

Convolutional neural networks

Recurrent neural networks and long short-term memory