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Artificial Intelligence and Machine Learning Fundamentals

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  • 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

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!

  • Practical examples that explain key machine learning algorithms
  • Explore neural networks in detail with interesting examples
  • Master core AI concepts with engaging activities
Page Count 330
Course Length 9 hours 54 minutes
ISBN 9781789801651
Date Of Publication 12 Dec 2018


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.