HOWTO: Work with Small Datasets

(updated on January 12, 2020; not complete yet)

In general:

1. 7 Effective Ways to Deal with a Small Dataset [link]
2. Dealing with very small datasets [link]
3. What to do with "small" data? [link]

For Images:

1. Breaking the curse of small datasets in Machine Learning: Part 1 [link]
2. Breaking the curse of small data sets in Machine Learning: Part 2 [link]
3. You can probably use deep learning even if your data isn't that big [link]
4. Applying deep learning to real-world problems [link]