How Long to Read Explainable AI with Python

How Long Does it Take to Read Explainable AI with Python?

It takes the average reader 3 hours and 23 minutes to read Explainable AI with Python by Leonida Gianfagna

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

Description

This book provides a full presentation of the current concepts and available techniques to make “machine learning” systems more explainable. The approaches presented can be applied to almost all the current “machine learning” models: linear and logistic regression, deep learning neural networks, natural language processing and image recognition, among the others. Progress in Machine Learning is increasing the use of artificial agents to perform critical tasks previously handled by humans (healthcare, legal and finance, among others). While the principles that guide the design of these agents are understood, most of the current deep-learning models are "opaque" to human understanding. Explainable AI with Python fills the current gap in literature on this emerging topic by taking both a theoretical and a practical perspective, making the reader quickly capable of working with tools and code for Explainable AI. Beginning with examples of what Explainable AI (XAI) is and why it is needed in the field, the book details different approaches to XAI depending on specific context and need. Hands-on work on interpretable models with specific examples leveraging Python are then presented, showing how intrinsic interpretable models can be interpreted and how to produce “human understandable” explanations. Model-agnostic methods for XAI are shown to produce explanations without relying on ML models internals that are “opaque.” Using examples from Computer Vision, the authors then look at explainable models for Deep Learning and prospective methods for the future. Taking a practical perspective, the authors demonstrate how to effectively use ML and XAI in science. The final chapter explains Adversarial Machine Learning and how to do XAI with adversarial examples.

How long is Explainable AI with Python?

Explainable AI with Python by Leonida Gianfagna is 202 pages long, and a total of 50,904 words.

This makes it 68% the length of the average book. It also has 62% more words than the average book.

How Long Does it Take to Read Explainable AI with Python Aloud?

The average oral reading speed is 183 words per minute. This means it takes 4 hours and 38 minutes to read Explainable AI with Python aloud.

What Reading Level is Explainable AI with Python?

Explainable AI with Python is suitable for students ages 12 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 Explainable AI with Python?

Explainable AI with Python by Leonida Gianfagna 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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