It takes the average reader 4 hours and 49 minutes to read Explainable AI for Practitioners by Michael Munn
Assuming a reading speed of 250 words per minute. Learn more
Most intermediate-level machine learning books focus on how to optimize models by increasing accuracy or decreasing prediction error. But this approach often overlooks the importance of understanding why and how your ML model makes the predictions that it does. Explainability methods provide an essential toolkit for better understanding model behavior, and this practical guide brings together best-in-class techniques for model explainability. Experienced machine learning engineers and data scientists will learn hands-on how these techniques work so that you'll be able to apply these tools more easily in your daily workflow. This essential book provides: A detailed look at some of the most useful and commonly used explainability techniques, highlighting pros and cons to help you choose the best tool for your needs Tips and best practices for implementing these techniques A guide to interacting with explainability and how to avoid common pitfalls The knowledge you need to incorporate explainability in your ML workflow to help build more robust ML systems Advice about explainable AI techniques, including how to apply techniques to models that consume tabular, image, or text data Example implementation code in Python using well-known explainability libraries for models built in Keras and TensorFlow 2.0, PyTorch, and HuggingFace
Explainable AI for Practitioners by Michael Munn is 279 pages long, and a total of 72,261 words.
This makes it 94% the length of the average book. It also has 88% more words than the average book.
The average oral reading speed is 183 words per minute. This means it takes 6 hours and 34 minutes to read Explainable AI for Practitioners aloud.
Explainable AI for Practitioners 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.
Explainable AI for Practitioners by Michael Munn is sold by several retailers and bookshops. However, Read Time works with Amazon to provide an easier way to purchase books.
To buy Explainable AI for Practitioners by Michael Munn on Amazon click the button below.
Buy Explainable AI for Practitioners on Amazon