How Long to Read Machine and Deep Learning Algorithms and Applications

How Long Does it Take to Read Machine and Deep Learning Algorithms and Applications?

It takes the average reader 2 hours and 4 minutes to read Machine and Deep Learning Algorithms and Applications by Uday Shankar Shanthamallu

Assuming a reading speed of 250 words per minute. Learn more

Description

This book introduces basic machine learning concepts and applications for a broad audience that includes students, faculty, and industry practitioners. We begin by describing how machine learning provides capabilities to computers and embedded systems to learn from data. A typical machine learning algorithm involves training, and generally the performance of a machine learning model improves with more training data. Deep learning is a sub-area of machine learning that involves extensive use of layers of artificial neural networks typically trained on massive amounts of data. Machine and deep learning methods are often used in contemporary data science tasks to address the growing data sets and detect, cluster, and classify data patterns. Although machine learning commercial interest has grown relatively recently, the roots of machine learning go back to decades ago. We note that nearly all organizations, including industry, government, defense, and health, are using machine learning to address a variety of needs and applications. The machine learning paradigms presented can be broadly divided into the following three categories: supervised learning, unsupervised learning, and semi-supervised learning. Supervised learning algorithms focus on learning a mapping function, and they are trained with supervision on labeled data. Supervised learning is further sub-divided into classification and regression algorithms. Unsupervised learning typically does not have access to ground truth, and often the goal is to learn or uncover the hidden pattern in the data. Through semi-supervised learning, one can effectively utilize a large volume of unlabeled data and a limited amount of labeled data to improve machine learning model performances. Deep learning and neural networks are also covered in this book. Deep neural networks have attracted a lot of interest during the last ten years due to the availability of graphics processing units (GPU) computational power, big data, and new software platforms. They have strong capabilities in terms of learning complex mapping functions for different types of data. We organize the book as follows. The book starts by introducing concepts in supervised, unsupervised, and semi-supervised learning. Several algorithms and their inner workings are presented within these three categories. We then continue with a brief introduction to artificial neural network algorithms and their properties. In addition, we cover an array of applications and provide extensive bibliography. The book ends with a summary of the key machine learning concepts.

How long is Machine and Deep Learning Algorithms and Applications?

Machine and Deep Learning Algorithms and Applications by Uday Shankar Shanthamallu is 123 pages long, and a total of 31,119 words.

This makes it 42% the length of the average book. It also has 38% more words than the average book.

How Long Does it Take to Read Machine and Deep Learning Algorithms and Applications Aloud?

The average oral reading speed is 183 words per minute. This means it takes 2 hours and 50 minutes to read Machine and Deep Learning Algorithms and Applications aloud.

What Reading Level is Machine and Deep Learning Algorithms and Applications?

Machine and Deep Learning Algorithms and Applications is suitable for students ages 10 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy Machine and Deep Learning Algorithms and Applications?

Machine and Deep Learning Algorithms and Applications by Uday Shankar Shanthamallu is sold by several retailers and bookshops. However, Read Time works with Amazon to provide an easier way to purchase books.

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