Risk modeling : practical applications of artificial intelligence, machine learning, and deep learning / / Terisa Roberts ; Stephen J. Tonna

• Autore: Roberts Terisa
• Pubblicazione: Newark : , : John Wiley & Sons, Incorporated, , 2022; ©2022
• Descrizione fisica: 1 online resource (205 pages)
• Soggetto topico: Risk management; Artificial intelligence; Machine learning; Electronic books
• Soggetto genere / forma: ebook
• Altri autori: TonnaStephen J
• Nota di contenuto: Data management and preparation -- Artificial intelligence, machine learning, and deep learning models for risk management -- Explaining artificial intelligence, machine learning, and deep learning models -- Bias, fairness, and vulnerability in decision making -- Machine learning model deployment, implementation, and making decisions -- Extending the government framework for machine learning models and decisions in production -- The interconnection between climate and financial stability.
• Sommario/riassunto: " ... introduces readers to the use of innovative AI technologies for forecasting and evaluating financial risks. Providing up-to-date coverage of the practical application of current modelling techniques in risk management, this real-world guide also explores new opportunities and challenges associated with implementing machine learning and artificial intelligence (AI) into the risk management process. Authors Terisa Roberts and Stephen Tonna provide readers with a clear understanding about the strengths and weaknesses of machine learning and AI while explaining how they can be applied to both everyday risk management problems and to evaluate the financial impact of extreme events such as global pandemics and changes in climate. Throughout the text, the authors clarify misconceptions about the use of machine learning and AI techniques using clear explanations while offering step-by-step advice for implementing the technologies into an organization’s risk management model governance framework"--Provided by publisher.
• Titolo autorizzato: Risk Modeling
• ISBN: 1-119-82496-6; 1-119-82494-X; 1-119-82495-8
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910595597603321
• Lo trovi qui: Univ. Federico II
• Serie: Wiley Online Library ebooks.