Active Learning to Minimize the Possible Risk of Future Epidemics is popular PDF and ePub book, written by KC Santosh in 2023-12-24, it is a fantastic choice for those who relish reading online the Technology & Engineering genre. Let's immerse ourselves in this engaging Technology & Engineering book by exploring the summary and details provided below. Remember, Active Learning to Minimize the Possible Risk of Future Epidemics can be Read Online from any device for your convenience.
Active Learning to Minimize the Possible Risk of Future Epidemics Book PDF Summary
Future epidemics are inevitable, and it takes months and even years to collect fully annotated data. The sheer magnitude of data required for machine learning algorithms, spanning both shallow and deep structures, raises a fundamental question: how big data is big enough to effectively tackle future epidemics? In this context, active learning, often referred to as human or expert-in-the-loop learning, becomes imperative, enabling machines to commence learning from day one with minimal labeled data. In unsupervised learning, the focus shifts toward constructing advanced machine learning models like deep structured networks that autonomously learn over time, with human or expert intervention only when errors occur and for limited data—a process we term mentoring. In the context of Covid-19, this book explores the use of deep features to classify data into two clusters (0/1: Covid-19/non-Covid-19) across three distinct datasets: cough sound, Computed Tomography (CT) scan, and chest x-ray (CXR). Not to be confused, our primary objective is to provide a strong assertion on how active learning could potentially be used to predict disease from any upcoming epidemics. Upon request (education/training purpose), GitHub source codes are provided.
Detail Book of Active Learning to Minimize the Possible Risk of Future Epidemics PDF
- Author : KC Santosh
- Release : 24 December 2023
- Publisher : Springer Nature
- ISBN : 9789819974429
- Genre : Technology & Engineering
- Total Page : 107 pages
- Language : English
- PDF File Size : 18,9 Mb
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