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Increase citations, ease review & foster collaboration
Motivation
Why make it reproducible?
Increase Citations
Ease Review
Foster Collaboration
Front Matter
Installation
Using Conda
Conda on Apple M1 Chip
Data
Data Preparation Notebook
How to make ML Reproducible
1. Model Evaluation
1.3. Evaluation Notebook
1.4. Evaluation Resources
2. Benchmarking
2.3. Benchmarking Notebook
2.4. Benchmarking Resources
3. Model Sharing
3.3. Sharing Notebook
3.4. Sharing Resources
4. Testing
4.4. Testing Notebook
4.5. Testing Resources
5. Interpretability
5.3. Interpretability Notebook
5.4. Interpretability Resources
6. Ablation Studies
6.2. Ablation Notebook
6.3. Ablation Resources
Talks & Workshops
Increase citations, ease review & collaboration – Making machine learning in research reproducible
Real-world Perspectives to Avoid the Worst Mistakes using Machine Learning in Science
Backmatter
References
Cite this Book
Index
