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Brief Summary of Book: Machine Learning Evaluation: Towards Reliable and Responsible AI by Nathalie Japkowicz
Here’s a brief overview and the cover image of the book Machine Learning Evaluation: Towards Reliable and Responsible AI by Nathalie Japkowicz, published on November 21, 2024. You can check this out before accessing the full EPUB PDF download of Machine Learning Evaluation: Towards Reliable and Responsible AI at the bottom.
As machine learning applications gain widespread adoption and integration in a variety of applications, including safety and mission-critical systems, the need for robust evaluation methods grows more urgent. This book compiles scattered information on the topic from research papers and blogs to provide a centralized resource that is accessible to students, practitioners, and researchers across the sciences. The book examines meaningful metrics for diverse types of learning paradigms and applications, unbiased estimation methods, rigorous statistical analysis, fair training sets, and meaningful explainability, all of which are essential to building robust and reliable machine learning products. In addition to standard classification, the book discusses unsupervised learning, regression, image segmentation, and anomaly detection. The book also covers topics such as industry-strength evaluation, fairness, and responsible AI. Implementations using Python and scikit-learn are available on the book’s website.
Overview – Machine Learning Evaluation: Towards Reliable and Responsible AI by Nathalie Japkowicz
Before you start the download of “Machine Learning Evaluation: Towards Reliable and Responsible AI” by “Nathalie Japkowicz“, you can review the following technical details about the eBook:
- Full Book Name: Machine Learning Evaluation: Towards Reliable and Responsible AI
- Author Name: Nathalie Japkowicz
- Book Genre: Non-Fiction, Tech BOOKGENRE Devices
- Series Synopsis: “”
- ISBN #: 9781316518861
- ASIN #: 1316518868
- Edition Language: English
- Date of Publication: November 21, 2024
- File Name: Machine_Learning_Evaluation_2E_-_Nathalie_Japkowicz.epub, Machine_Learning_Evaluation_2E_-_Nathalie_Japkowicz.pdf
- EPUB Size: 3.7 MB
- PDF Size: 4.3 MB
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