Interperetable AI

Product information

€55.09

Stock: In Stock Online

Our USPs

free delivery icon
Free Delivery
Extended Range: Delivery 3-4 working days
dubray rewards icon
Dubray Rewards
Earn 220 Reward Points on this title

Interperetable AI

Product information

Author: Ajay Thampi

Type: Paperback

ISBN: 9781617297649

Date: 17th October, 2022

Publisher: Manning Publications

  1. Categories

  2. Computing and Information Technology
  3. Legal Aspects
  4. Artificial Intelligence

Description

AI models can become so complex that even experts have difficulty understanding them-and forget about explaining the nuances of a cluster of novel algorithms to a business stakeholder! InterpretableAI is filled with cutting-edge techniques that will improve your understanding of how your AI models function. InterpretableAI is a hands-on guide to interpretability techniques that open up the black box of AI. This practical guide simplifies cutting edge research into transparent and explainable AI, delivering practical methods you can easily implement with Python and opensource libraries. With examples from all major machine learning approaches, this book demonstrates why some approaches to AI are so opaque, teaches you toidentify the patterns your model has learned, and presents best practices for building fair and unbiased models. How deep learning models produce their results is often a complete mystery, even to their creators. These AI"black boxes" can hide unknown issues-including data leakage, the replication of human bias, and difficulties complying with legal requirements such as the EU's "right to explanation." State-of-the-art interpretability techniques have been developed to understand even the most complex deep learning models, allowing humans to follow an AI's methods and to better detect when it has made a mistake.

Additional details