What is meta-learning ? Why is it important ? What could it bring to NLP tasks such as Information Retrieval ? In this talk, I will start with an overview of meta-learning in general. Then, I will present some recently proposed neural-network models. Finally, I will discuss potential applications to the NLP domain.