Today, a data set with very few data points turns up and none of machine learning techniques (e.g., ANN, SVM, ANFIS) seem to be working properly anymore. What can we do about it? Do you have any suggestion?
Seyed Mohammad Moein Sadeghi I guess this link is something similar to what you are looking for
https://www.researchgate.net/post/How_should_we_deal_with_the_lack_of_training_data_in_a_machine_learning_task
And i guess this may also be helpful
https://medium.com/rants-on-machine-learning/what-to-do-with-small-data-d253254d1a89
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