In this work, a novel companion objective function as a regularization is proposed to facilitate the training of feature extractors, especially in lower layers. The key point of this kind of companion objective function is that we train several neural networks simultaneously with increasing depths and shared weights. This Companion focuses on the novel as a global genre with a 2,000-year history. The first section includes an examination of the various genres out of which it emerged (epic, history, romance, the picaresque) and the different ways in which fiction and realism (magical, hyper, and social) were developed in response to specific political, social, and economic forces. Having read the book, I was eager to dive in to the companion journal. Writing for Bliss: A Companion Journal by Diana Raab is the perfect complement to her book, Writing for Bliss: A Seven-Step Plan for Telling Your Story and Transforming Your Life. "The Companion series are more than simple student textbooks, telling readers what they already know, but a compendium of authoritative yet accessible essays written by academics, which bring traditional subjects up to date, introduce new perspectives and hopefully stimulate fresh thinking.

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