Andrey Vasnetsov`s tech blog

Memory Augmented

Interesting approach to combine neural inference with knowledge bases.

Allennlp Seq2seq

AllenNLP - customizable PyTorch framework with proper OOP, tons of model examples and utils.

Neural QA

What types of neural Question Answering exists and how to start building your own. Step-by-step approach.

On-Disk Embeddings

How to use large fastText embeddings if you have low RAM?

Parallel preprocessing

How to prepare batch faster than GPU could process it? How to use advantage of multiple cores properly?

FastText embeddings done right

How to use PyTorch EmbeddingBag for proper OOV handling and fastText training