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EITCA Academy

EITCA Academy

The European Information Technologies Certification Institute - EITCI ASBL

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EITCI Institute ASBL

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Questions and answers designated by tag: Clustering Analysis

How does the mean shift algorithm achieve convergence?

Monday, 07 August 2023 by EITCA Academy

The mean shift algorithm is a powerful method used in machine learning for clustering analysis. It is particularly effective in situations where the data points are not uniformly distributed and have varying densities. The algorithm achieves convergence by iteratively shifting the data points towards the regions of higher density, ultimately leading to the identification of

  • Published in Artificial Intelligence, EITC/AI/MLP Machine Learning with Python, Clustering, k-means and mean shift, Mean shift from scratch, Examination review
Tagged under: Artificial Intelligence, Clustering Analysis, Convergence, Density Estimation, Kernel Function, Mean Shift Algorithm

What insights can we gain from analyzing the survival rates of different cluster groups in the Titanic dataset?

Monday, 07 August 2023 by EITCA Academy

Analyzing the survival rates of different cluster groups in the Titanic dataset can provide valuable insights into the factors that influenced the chances of survival during the tragic event. By applying clustering techniques such as k-means or mean shift to the dataset, we can identify distinct groups of passengers based on their characteristics and examine

  • Published in Artificial Intelligence, EITC/AI/MLP Machine Learning with Python, Clustering, k-means and mean shift, Mean shift with titanic dataset, Examination review
Tagged under: Artificial Intelligence, Clustering Analysis, Demographic Factors, K-means, Mean Shift, Socio-economic Status, Survival Rates, Titanic Dataset
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The European IT Certification framework has been established in 2008 as a Europe based and vendor independent standard in widely accessible online certification of digital skills and competencies in many areas of professional digital specializations. The EITC framework is governed by the European IT Certification Institute (EITCI), a non-profit certification authority supporting information society growth and bridging the digital skills gap in the EU.

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