crc-press-official-isc2-guide-to-the-csslp-cbk-2nd-2014
crc-press-official-isc2-guide-to-the-csslp-cbk-2nd-2014
商品搭配论文 DeepStyle: Multimodal Search Engine for Fashion and Interior Design
Abstract—In this paper, we propose a multimodal search
engine that combines visual and textual cues to retrieve items
from a multimedia database aesthetically similar to the query.
The goal of our engine is to enable intuitive retrieval of fashion
merchandise such as clothes or furniture. Existing search engines
treat textual input only as an additional source of information
about the query image and do not correspond to the reallife
scenario where the user looks for ”the same shirt but of
denim”. Our novel method, dubbed DeepStyle, mitigates those
shortcomings by using a joint neural network architecture to
model contextual dependencies between features of different
modalities. We prove the robustness of this approach on two
different challenging datasets of fashion items and furniture
where our DeepStyle engine outperforms baseline methods by
18-21% on the tested datasets. Our search engine is commercially
deployed and available through a Web-based application.
云计算核心技术剖析
这是一本讲解云计算方面非常全面的书籍,适合了解云计算的初学者。
Machine Learning- A Probabilistic Perspective
Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach. The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and deep learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms. All topics are copiously illustrated with color images and worked examples drawn from such application domains as biology, text processing, computer vision, and robotics. Rather than providing a cookbook of different heuristic methods, the book stresses a principled model-based approach, often using the language of graphical models to specify models in a concise and intuitive way. Almost all the models described have been implemented in a MATLAB software package--PMTK (probabilistic modeling toolkit)--that is freely available online. The book is suitable for upper-level undergraduates with an introductory-level college math background and beginning graduate students.
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科大计算机复试笔试
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