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Advanced Analytics and Artificial Intelligence Applications
Computers and machines were developed to reduce time consumption and manual human efforts to complete projects efficiently. With fast-growing technologies in the field, we have finally reached a stage where almost everyone in the world has access to these high technologies. However, this is just a starting phase because future development is taking a more advanced route in the shape of artificial intelligence (AI). Although AI is under the computer science umbrella, nowadays there is no field unaffected by this high technology. The overall aim of using intelligence learning methods is to train machines to think intelligently and make decisions in different situations the same as humans. Previously, machines were doing what they were programmed to do, but now with AI, devices can think and behave like a human being. This book aims to present the application of advanced analytics and AI in different industries as practical tools to develop prediction, optimization, and make decision models.
A Deep Learning-Based Aesthetic Surgery Recommendation System
We propose in this chapter a deep learning-based recommendation system for aesthetic surgery, composing of a mobile application and a deep learning model. The deep learning model built based on the dataset of before- and after-surgery facial images can estimate the probability of the perfection of some parts of a face. In this study, we focus on the most two popular treatments: rejuvenation treatment and eye double-fold surgery. It is assumed that the outcomes of our history surgeries are perfect. Firstly a convolutional autoencoder is trained by eye images before and after surgery captured from various angles. The trained encoder is utilized to extract learned generic eye features. Secondly, the encoder is further trained by pairs of image samples, captured before and after surgery, to predict the probability of perfection, so-called perfection score. Based on this score, the system would suggest whether some sorts of specific aesthetic surgeries should be performed. We preliminarily achieve 88.9 and 93.1% accuracy on rejuvenation treatment and eye double-fold surgery, respectively.
Điện-thoại niên-giám
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Đà Lạt
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Vietnam
The Rough Guide to Vietnam is the ideal companion for exploring Southeast Asia''s most intriguing destination. A full-colour introductory section includes photos of the country''s highlights, from the waterborne markets of the Mekong Delta to the faded elegance of Hanoi. Lively coverage is given to towns and attractions and opinionated reviews give an up-to-the-minute impression of the country''s best-known sights. There is practical advice on exploring everything that may concern the independent traveller, from negotiating Vietnam''s borders to dining in street kitchens. The Contexts section includes enlightening articles on Vietnamese history, religion, music and film. "The Rough Guide to Vietnam is strongly recommended" The Daily Telegraph
Southeast Asia
The Rough Guides series contain full color photos, three maps in one, and arewaterproof and tearproof. They contain thousands of keyed listings and brightnew graphics.
