Artificial Intelligence for Humans, Volume 3: Deep Learning and Neural Networks
暫譯: 人類的人工智慧,第三卷:深度學習與神經網絡

Jeff Heaton

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商品描述

Neural networks have been a mainstay of artificial intelligence since its earliest days. Now, exciting new technologies such as deep learning and convolution are taking neural networks in bold new directions. In this book, we will demonstrate the neural networks in a variety of real-world tasks such as image recognition and data science. We examine current neural network technologies, including ReLU activation, stochastic gradient descent, cross-entropy, regularization, dropout, and visualization.

商品描述(中文翻譯)

神經網絡自人工智慧的早期階段以來一直是其重要組成部分。現在,深度學習和卷積等令人興奮的新技術正在將神經網絡推向大膽的新方向。在本書中,我們將展示神經網絡在各種現實世界任務中的應用,例如圖像識別和數據科學。我們將探討當前的神經網絡技術,包括 ReLU 激活、隨機梯度下降、交叉熵、正則化、隨機失活(dropout)和可視化。