{"product_id":"mitigating-bias-in-machine-learning-isbn-9781264922444","title":"Mitigating Bias in Machine Learning","description":"\u003cp\u003eThis practical guide shows, step by step, how to use machine learning to carry out actionable decisions that do not discriminate based on numerous human factors, including ethnicity and gender. The authors examine the many kinds of bias that occur in the field today and provide mitigation strategies that are ready to deploy across a wide range of technologies, applications, and industries.\u003c\/p\u003e\u003cp\u003eEdited by engineering and computing experts, \u003ci\u003eMitigating Bias in Machine Learning\u003c\/i\u003e includes contributions from recognized scholars and professionals working across different artificial intelligence sectors. Each chapter addresses a different topic and real-world case studies are featured throughout that highlight discriminatory machine learning practices and clearly show how they were reduced.\u003c\/p\u003e\u003cp\u003e\u003ci\u003eMitigating Bias in Machine Learning\u003c\/i\u003e addresses:\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eEthical and Societal Implications of Machine Learning\u003c\/li\u003e\n\u003cli\u003eSocial Media and Health Information Dissemination\u003c\/li\u003e\n\u003cli\u003eComparative Case Study of Fairness Toolkits\u003c\/li\u003e\n\u003cli\u003eBias Mitigation in Hate Speech Detection\u003c\/li\u003e\n\u003cli\u003eUnintended Systematic Biases in Natural Language Processing \u003c\/li\u003e\n\u003cli\u003eCombating Bias in Large Language Models\u003c\/li\u003e\n\u003cli\u003eRecognizing Bias in Medical Machine Learning and AI Models\u003c\/li\u003e\n\u003cli\u003eMachine Learning Bias in Healthcare\u003c\/li\u003e\n\u003cli\u003eAchieving Systemic Equity in Socioecological Systems\u003c\/li\u003e\n\u003cli\u003eCommunity Engagement for Machine Learning\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003c\/p\u003e","brand":"McGraw Hill","offers":[{"title":"Default Title","offer_id":52156366225637,"sku":"NP9781264922444","price":50.0,"currency_code":"USD","in_stock":false}],"url":"https:\/\/k12savings.com\/products\/mitigating-bias-in-machine-learning-isbn-9781264922444","provider":"K12savings","version":"1.0","type":"link"}