The Europlanet Machine Learning Book

The Europlanet Machine Learning Book

1. Introduction

1. Introduction

2. Basic Tutorials

1. Introduction
2. Supervised classification
3. Supervised regression

3. Automatic Detection of ICMEs

1. Introduction
2. Machine Learning Pipeline for Automated Detection of ICMEs
3. Summary and Discussion

4. Automatic Detection of Boundaries around Mercury

1. Introduction
2. Data preparation
3. Notebook for data preparation
4. Machine learning pipeline for detection of boundaries around Mercury
5. Summary and Discussion

5. Automatic Detection of Boundaries around Earth

1. Introduction
2. Machine Learning Pipeline for Automatic Detection of Magnetospheric Boundaries
3. Summary and Discussion

6. Image Segmentation for Detecting Mounds on Mars

1. Introduction
2. Mound Classification in DTMs from Mars Arabia Terra
3. Summary and Discussion

7. Landforms Detection on Mars (Pits)

1. Introduction
2. DeepLandforms tutorial
3. Summary and Discussion

8. Mars Pits Shadow Extractor (MAPS)

1. Introduction
2. Summary and Discussion

9. Chorus Waves

1. Introduction
2. Summary and Discussion

10. Classification of Meteors based on Lightcurves

1. Introduction
2. Summary and Discussion

11. Mercury Surface Classification

1. Introduction
2. ML pipeline for classification of Mercury surface composition
3. Summary and Discussion

12. Mineral Identification

1. Introduction
2. Summary and Discussion

References

1. References

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Supervised regression

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1. Introduction

Durch The Europlanet ML Team