Introduction to Machine Learning

In this slide deck we present an introduction to machine learning, focusing on methods for data analysis. We dive into unsupervised machine learning for dimensionality reduction and clustering. We will see how random forest classifiers work and learn about neural network architectures. Last but not least we study approached to model validation and active learning.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-05-05
DOI
https://doi.org/10.5281/zenodo.15341823
Primary Topic
Advanced Statistical Modeling Techniques
Type
article
Field-Weighted Citation Impact
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article

Introduction to Machine Learning

Zenodo (CERN European Organization for Nuclear Research)
Advanced Statistical Modeling Techniques
article

Introduction to Machine Learning

article en

Abstract

In this slide deck we present an introduction to machine learning, focusing on methods for data analysis. We dive into unsupervised machine learning for dimensionality reduction and clustering. We will see how random forest classifiers work and learn about neural network architectures. Last but not least we study approached to model validation and active learning.

Zenodo (CERN European Organization for Nuclear Research)
Center for Scalable Data Analytics and Artificial Intelligence (DE), Leipzig University (DE)
Life in Land
Openalex Percentile: Top 47%
Advanced Statistical Modeling Techniques
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Introduction to Machine Learning · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS