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40 Algorithms Every Programmer Should Know - - Python algorithms to live by to enhance your problem-solving skills (Paperback, 2nd Revised edition)
Loot Price: R1,234
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40 Algorithms Every Programmer Should Know - - Python algorithms to live by to enhance your problem-solving skills (Paperback, 2nd Revised edition)
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Solve classic computer science problems from fundamental
algorithms, such as sorting and searching, to modern algorithms in
machine learning and cryptography Key Features * More emphasis on
modern deep learning techniques, including LSTMs, GRUs, and RNNs *
Newer topics include how to handle hidden bias in data and the
explainability of the algorithms * Explore different programming
algorithms and choose the right data structures for their optimal
implementation Book Description 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 tackle problems in the real world by understanding
how it works. You'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.
Case studies on weather prediction, tweet clustering, and movie
recommendation engines will show you how to apply these algorithms
optimally. Then you will focus on deep learning algorithms and will
learn about different types of deep learning models along with
their practical use. Finally, you'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 programming book, you'll have become adept at solving
real-world computational problems by using a wide range of
algorithms. What you will learn * Design algorithms for solving
complex problems * Become familiar with neural networks and deep
learning techniques * 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 * Create a recommendation engine that suggests
relevant movies to subscribers * Implement foolproof security using
symmetric and asymmetric encryption on Google Cloud Platform Who
This Book Is For This computer science book is for programmers or
developers who want to understand the use of algorithms for
problem-solving and writing efficient code. Whether you are a
beginner looking to learn the most used algorithms concisely or an
experienced programmer looking to explore cutting-edge algorithms
in data science, machine learning, and cryptography, you'll find
this book useful. Python programming experience is a must,
knowledge of data science will be helpful but not necessary.
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