David Pitman – författare

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 needsTips and best practices for implementing these techniquesA guide to interacting with explainability and how to avoid common pitfallsThe knowledge you need to incorporate explainability in your ML workflow to help build more robust ML systemsAdvice about explainable AI techniques, including how to apply techniques to models that consume tabular, image, or text dataExample implementation code in Python using well-known explainability libraries for models built in Keras and TensorFlow 2.0, PyTorch, and HuggingFace

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 needsTips and best practices for implementing these techniquesA guide to interacting with explainability and how to avoid common pitfallsThe knowledge you need to incorporate explainability in your ML workflow to help build more robust ML systemsAdvice about explainable AI techniques, including how to apply techniques to models that consume tabular, image, or text dataExample implementation code in Python using well-known explainability libraries for models built in Keras and TensorFlow 2.0, PyTorch, and HuggingFace

Most intermediate-level machine learning books usually focus on how to optimize models by increasing accuracy or decreasing prediction error. But this approach often overlooks the importance and the need to be able to explain why and how your ML model makes the predictions that it does. This practical guide brings together the best-in-class techniques for model interpretability and explains model predictions in a hands-on approach. Experienced ML practitioners will be able to more easily apply these tools in their daily workflow.

Twentieth Century Christian Responses to Religious Pluralism begins with the recognition that the traditional three-fold typology adopted by Christians in responding to other living world religions is no longer adequate and offers a much more sophisticated and developed approach. This is accomplished with particular reference to ten key Twentieth Century theologians, each of whom had significant influence in the field of inter-religious studies, both during their lifetime and beyond. The author rejects the exclusivism and triumphalism of traditional Christian approaches and argues strongly and persuasively that the future for inter-religious relationships lies in what he describes as 'classical pluralism', and in an understanding of the importance of difference for inter-faith dialogue. Presenting an accessible introduction to the contemporary issues and challenges facing all those engaged in the further development of inter-faith relationships, dialogue and partnership between the world religions, Pitman argues that the future of world peace and prosperity depends on the outcome.

Twentieth Century Christian Responses to Religious Pluralism begins with the recognition that the traditional three-fold typology adopted by Christians in responding to other living world religions is no longer adequate and offers a much more sophisticated and developed approach. This is accomplished with particular reference to ten key Twentieth Century theologians, each of whom had significant influence in the field of inter-religious studies, both during their lifetime and beyond. The author rejects the exclusivism and triumphalism of traditional Christian approaches and argues strongly and persuasively that the future for inter-religious relationships lies in what he describes as ''classical pluralism'', and in an understanding of the importance of difference for inter-faith dialogue. Presenting an accessible introduction to the contemporary issues and challenges facing all those engaged in the further development of inter-faith relationships, dialogue and partnership between the world religions, Pitman argues that the future of world peace and prosperity depends on the outcome.

Twentieth Century Christian Responses to Religious Pluralism begins with the recognition that the traditional three-fold typology adopted by Christians in responding to other living world religions is no longer adequate and offers a much more sophisticated and developed approach. This is accomplished with particular reference to ten key Twentieth Century theologians, each of whom had significant influence in the field of inter-religious studies, both during their lifetime and beyond. The author rejects the exclusivism and triumphalism of traditional Christian approaches and argues strongly and persuasively that the future for inter-religious relationships lies in what he describes as ''classical pluralism'', and in an understanding of the importance of difference for inter-faith dialogue. Presenting an accessible introduction to the contemporary issues and challenges facing all those engaged in the further development of inter-faith relationships, dialogue and partnership between the world religions, Pitman argues that the future of world peace and prosperity depends on the outcome.

Twentieth Century Christian Responses to Religious Pluralism begins with the recognition that the traditional three-fold typology adopted by Christians in responding to other living world religions is no longer adequate and offers a much more sophisticated and developed approach. This is accomplished with particular reference to ten key Twentieth Century theologians, each of whom had significant influence in the field of inter-religious studies, both during their lifetime and beyond. The author rejects the exclusivism and triumphalism of traditional Christian approaches and argues strongly and persuasively that the future for inter-religious relationships lies in what he describes as 'classical pluralism', and in an understanding of the importance of difference for inter-faith dialogue. Presenting an accessible introduction to the contemporary issues and challenges facing all those engaged in the further development of inter-faith relationships, dialogue and partnership between the world religions, Pitman argues that the future of world peace and prosperity depends on the outcome.