Platform and Model Design for Responsible AI

AI algorithms are ubiquitous and used for tasks, from recruiting to deciding who will get a loan. With such widespread use of AI in the decision-making process, it’s necessary to build an explainable, responsible, transparent, and trustworthy AI-enabled system. With Platform and Model Design for Responsible AI, you’ll be able to make existing black box models transparent.
You’ll be able to identify and eliminate bias in your models, deal with uncertainty arising from both data and model limitations, and provide a responsible AI solution. You’ll start by designing ethical models for traditional and deep learning ML models, as well as deploying them in a sustainable production setup. After that, you’ll learn how to set up data pipelines, validate datasets, and set up component microservices in a secure and private way in any cloud-agnostic framework. You’ll then build a fair and private ML model with proper constraints, tune the hyperparameters, and evaluate the model metrics.
By the end of this book, you’ll know the best practices to comply with data privacy and ethics laws, in addition to the techniques needed for data anonymization. You’ll be able to develop models with explainability, store them in feature stores, and handle uncertainty in model predictions.

J-Novel Club is a digital publishing company started by translators and fans like you! Our mission is to translate and release the coolest, funnest, and newest light novels from Japan to the world. By focusing on digital releases, and providing a membership service to let people read the books as soon as they are translated, our goal is to build a community of light novel readers and to grow the market, so that more and more releases can be officially licensed and translated. We won't just publish the big hit light novels that get anime adaptations, but also newer titles or books from small publishers and web novels... as long as it's a blast to read, we'll bring it to you! So pull out your tablet or ereader, sit down in a comfy chair, and join the club! weniger anzeigen expand_less