{"product_id":"foundations-of-deep-learning-9789811682322","title":"Foundations of Deep Learning","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003eIntroduction.- Background.- Conventional Statistical Learning Theory.- Difficulty of Conventional Statistical Learning Theory.- Developing Deep Learning Theory.- Generalization Bounds on Hypothesis Complexity\u003cb\u003e.- \u003c\/b\u003eInterplay of Optimization, Bayesian Inference, and Generalization.- Geometrical Properties of Loss Surface.- The Role of Over-parametrization.- Rising Concerns in Ethics and Security.- Privacy Preservation.-\u003cb\u003e \u003c\/b\u003eFairness Protection.- Algorithmic Robustness.\u003cp\u003e\u003c\/p\u003e","brand":"Springer","offers":[{"title":"Default Title","offer_id":52151643308375,"sku":"9789811682322","price":113.99,"currency_code":"GBP","in_stock":true}],"url":"https:\/\/bookcurl.com\/products\/foundations-of-deep-learning-9789811682322","provider":"Book Curl","version":"1.0","type":"link"}