Artificial Intelligence and Machine Learning Fundamentals: Develop real-world applications powered by the latest AI advances
Authors: Zsolt Nagy
ISBN-10: 1789801656
ISBN-13: 9781789801651
Publication Date 出版日期: 2018-12-12
Print Length 页数: 330 pages
Book Description
By finelybook
Machine learning and neural networks are pillars on which you can build intelligent applications. Artificial Intelligence and Machine Learning Fundamentals begins by introducing you to Python and discussing AI search algorithms. You will cover in-depth mathematical topics,such as regression and classification,illustrated by Python examples.
As you make your way through the book,you will progress to advanced AI techniques and concepts,and work on real-life datasets to form decision trees and clusters. You will be introduced to neural networks,a powerful tool based on Moore’s law.
By the end of this book,you will be confident when it comes to building your own AI applications with your newly acquired skills!
Contents
What You Will Learn
Understand the importance,principles,and fields of AI
Implement basic artificial intelligence concepts with Python
Apply regression and classification concepts to real-world problems
Perform predictive analysis using decision trees and random forests
Carry out clustering using the k-means and mean shift algorithms
Understand the fundamentals of deep learning via practical examples
Authors
Zsolt Nagy
Zsolt Nagy is an engineering manager in an ad tech company heavy on data science. After acquiring his MSc in inference on ontologies,he used AI mainly for analyzing online poker strategies to aid professional poker players in decision making. After the poker boom ended,he put extra effort into building a T-shaped profile in leadership and software engineering. Zsolt has two blogs,zsoltnagy.eu is on maintainable web applications,and devcareermastery.com is on finding fulfillment in your career as a developer using emotional intelligence.
