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仕事ではじめる機械学習
TOPICS Database 発行年月日 2018年01月 PRINT LENGTH 248 ISBN 978-4-87311-825-3 FORMAT PDF EPUB ソフトウェアエンジニアの間でも一般的な言葉になった「機械学習」。本書では、その機械学習やデータ分析の道具をどのようにビジネスに生かしていけば良いのか、また不確実性の高い機械学習プロジェクトの進め方などを「仕事で使う」という観点から整理します。 プロジェクトのはじめ方や、システム構成、学習のためのリソースの収集方法など、読者が「実際どうするの？」と気になるであろう点を中心にまとめています。上司に「人工知能でいい感じの成果を出してくれ」とあいまいな指示をされたとき、本書で学んだことが活きてくるに違いありません。 著者有賀さんの対談記事: 第1回 第2回 第3回 第4回 正誤表 ここで紹介する正誤表には、書籍発行後に気づいた
Feature Engineering for Machine Learning
Scalars, Vectors, and SpacesDealing with CountsBinarizationQuantization or BinningLog TransformationLog Transform in ActionPower Transforms: Generalization of the Log TransformFeature Scaling or NormalizationMin-Max ScalingStandardization (Variance Scaling)ℓ2 NormalizationInteraction FeaturesFeature SelectionSummaryBibliography Bag-of-X: Turning Natural Text into Flat VectorsBag-of-WordsBag-of-n-G
Generative Adversarial Networks for beginners
Practical Generative Adversarial Networks for BeginnersYou can download and modify the code from this generative adversarial networks tutorial on GitHub here. According to Yann LeCun, “adversarial training is the coolest thing since sliced bread.” Sliced bread certainly never created this much excitement within the deep learning community. Generative adversarial networks—or GANs, for short—have dr
Caption this, with TensorFlow
Attention readers: We invite you to access the corresponding Python code and iPython notebooks for this article on GitHub. Image caption generation models combine recent advances in computer vision and machine translation to produce realistic image captions using neural networks. Neural image caption models are trained to maximize the likelihood of producing a caption given an input image, and can
5 software development trends shaping enterprise
Get the O'Reilly Programming Newsletter and receive weekly insight from industry insiders. The following piece was first published in the newsletter. Open source software development, infrastructure disruption and re-assembly, machine learning, and customer-first design are part of a perfect storm shaping the next massive digital transformation. You know the one that is creating amazing startups t
The Resurgence of C Programming
This is the full ebook “The Resurgence of C Programming,” by Mike Barlow. A downloadable edition of this ebook is also available. Way back in the early 1970s, learning C was a rite of passage for many students. By today’s standards, it’s not a very high-level language. But back in those early days, long before the arrival of Java and Python, C was considered high level, especially when compared to
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