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Artificial Intelligence and Machine Learning Fundamentals

You're reading from   Artificial Intelligence and Machine Learning Fundamentals Develop real-world applications powered by the latest AI advances

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Product type Paperback
Published in Dec 2018
Publisher
ISBN-13 9781789801651
Length 330 pages
Edition 1st Edition
Languages
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Author (1):
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Zsolt Nagy Zsolt Nagy
Author Profile Icon Zsolt Nagy
Zsolt Nagy
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Summary


In this course, we have learned about the fundamentals of AI and applications of AI in lesson on principles of AI, then we wrote a Python code to model a Tic-Tac-Toe game.

In the lesson AI with Search Techniques and Games, we solved the Tic-Tac-Toe game with game AI tools and search techniques. We learned about the search algorithms of Breadth First Search and Depth First Search. The A* algorithm helped students model a pathfinding problem. The lesson was concluded with modeling multiplayer games.

In the next couple of lessons, we learned about supervised learning using regression and classification. These lessons included data preprocessing, train-test splitting, and models that were used in several real-life scenarios. Linear regression, polynomial regression, and Support Vector Machines all came in handy when it came to predicting stock data. Classification was performed using the k-nearest neighbor and Support Vector classifiers. Several activities helped students apply the basics...

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