Hall, Patrick
Machine Learning for High-Risk Applications: Techniques for Responsible AI
- ISBN 13:
- 9781098102432
- author:
- Hall, Patrick
- format:
- Paperback
- publisher:
- OREILLY MEDIA
- language:
- English
- Publication Year:
- 2023
- Pages:
- 466
- Dimensions:
- 23.3 x 17.8 x 2.4 centimetres (0
- Genre:
- Computers, Computer Science, General,
- Condition:
- New
- Availability:
- Item usually sent within 10 working days
Description
Understanding and managing the risks associated with artificial intelligence and machine learning is crucial for realizing their full potential. This comprehensive guide provides a holistic framework for improving AI/ML technology, business processes, and cultural competencies.
The authors offer practical approaches to responsible AI, covering topics such as explainability, model validation and debugging, bias management, data privacy, and ML security. They also provide an introduction to existing standards, laws, and assessments for adopting AI technologies, including the new NIST AI Risk Management Framework.