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Titlebook: Applied Deep Learning; Tools, Techniques, a Paul Fergus,Carl Chalmers Textbook 2022 Springer Nature Switzerland AG 2022 Deep Learning.Machi

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Zeitkonstanten in ventilierten Luftwegen,ss cars in the future and even in the fight against combating some of the most challenging medical problems faced by humanity. Many aspects of AI have transitioned from a purely theoretical field to an applied one. Therefore, unlike traditional university courses, this book provides an apprenticeshi
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https://doi.org/10.1007/978-3-642-93220-5ning tasks and describe how they work and fit into a supervised learning pipeline. These tasks provide a scaffold to support the development of supervised learning models. This chapter will include data processing, feature engineering and model selection along with example algorithms. The two strand
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https://doi.org/10.1007/978-3-030-27749-9he supervised learning aspect of the previous approach is reliant on labelled data to train a model. In supervised learning, the algorithms are designed to look for patterns within a dataset with no predetermined labels. There are two primary types of unsupervised learning which includes cluster ana
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https://doi.org/10.1007/978-3-030-71722-3s have. The influx of both data and compute capabilities have enabled the rapid growth and adoption of computer vision applications. This is one of the most significant technological revolutions which has demonstrated impact across multiple domains including manufacturing, healthcare, security, and
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https://doi.org/10.1007/978-3-476-04983-4based data. Time series data plays a significant part in our daily lives. From predicting stocks and shares in the stock market to monitoring the vital statistics of a patient and determining medical outcomes. There are many prediction problems and a common component between them all is time. Some o
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https://doi.org/10.1007/978-3-476-04983-4 fundamental component of human intelligence. As with many aspects of AI such as image processing it is not surprising that a whole domain of research, tools and techniques have emerged which enable computers to do something similar. In the early days, a significant amount of research was undertaken
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https://doi.org/10.1007/978-3-031-30422-4lly, the chapter will introduce Autoencoders (AEs) which are primarily used for dimensionality and noise reduction and are a powerful tool in signal processing, image analysis and NLP. The chapter also discusses Generative Adversarial Networks (GANs) which facilitates the synthetic generation of com
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