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.
Institutions
- Center for Scalable Data Analytics and Artificial Intelligence (DE)
- Leipzig University (DE)
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
- 0.00