Subscription

0
You have no products in your basket yet

Save more on your purchases!
Savings automatically calculated. No voucher code required

eBook

Print

$49.99
Subscription

$15.99
Monthly
eBook

Print

$49.99
Subscription

$15.99
Monthly
Download this book in **EPUB** and **PDF** formats

Access this title in our online reader with advanced features

Publication date :
Jun 12, 2020

Length
382 pages

Edition :
1st Edition

Language :
English

ISBN-13 :
9781789801217

Category :

Languages :

Concepts :

- Learn the techniques you need to know to design algorithms for solving complex problems
- Become familiar with neural networks and deep learning techniques
- Explore different types of algorithms and choose the right data structures for their optimal implementation

Algorithms have always played an important role in both the science and practice of computing. Beyond traditional computing, the ability to use algorithms to solve real-world problems is an important skill that any developer or programmer must have. This book will help you not only to develop the skills to select and use an algorithm to solve real-world problems but also to understand how it works.
Youâ€™ll start with an introduction to algorithms and discover various algorithm design techniques, before exploring how to implement different types of algorithms, such as searching and sorting, with the help of practical examples. As you advance to a more complex set of algorithms, you'll learn about linear programming, page ranking, and graphs, and even work with machine learning algorithms, understanding the math and logic behind them. Further on, case studies such as weather prediction, tweet clustering, and movie recommendation engines will show you how to apply these algorithms optimally. Finally, youâ€™ll become well versed in techniques that enable parallel processing, giving you the ability to use these algorithms for compute-intensive tasks.
By the end of this book, you'll have become adept at solving real-world computational problems by using a wide range of algorithms.

Explore existing data structures and algorithms found in Python libraries
Implement graph algorithms for fraud detection using network analysis
Work with machine learning algorithms to cluster similar tweets and process Twitter data in real time
Predict the weather using supervised learning algorithms
Use neural networks for object detection
Create a recommendation engine that suggests relevant movies to subscribers
Implement foolproof security using symmetric and asymmetric encryption on Google Cloud Platform (GCP)

Download this book in **EPUB** and **PDF** formats

Access this title in our online reader with advanced features

Publication date :
Jun 12, 2020

Length
382 pages

Edition :
1st Edition

Language :
English

ISBN-13 :
9781789801217

Category :

Languages :

Concepts :

Preface

1. Section 1: Fundamentals and Core Algorithms

2. Overview of Algorithms

3. Data Structures Used in Algorithms

4. Sorting and Searching Algorithms

5. Designing Algorithms

6. Graph Algorithms

7. Section 2: Machine Learning Algorithms

8. Unsupervised Machine Learning Algorithms

9. Traditional Supervised Learning Algorithms

10. Neural Network Algorithms

11. Algorithms for Natural Language Processing

12. Recommendation Engines

13. Section 3: Advanced Topics

14. Data Algorithms

15. Cryptography

16. Large-Scale Algorithms

17. Practical Considerations

18. Other Books You May Enjoy

No reviews found

How do I buy and download an eBook?

How can I make a purchase on your website?

Where can I access support around an eBook?

What eBook formats do Packt support?

What are the benefits of eBooks?

What is an eBook?