Filtrable HNSW Part 2 - Implementation
There is a fast C++ implementation now. You can build, for example, geo-aware vector search with it. Examples included!
January 29, 2020
An interesting concept of another NN killer witch might be underestimated.
December 16, 2019
Filterable approximate nearest neighbors search
How to make ANN search with custom filtering? Search for closest vectors only in selected subsets.
November 24, 2019
Partially trainable embeddings
A simple tip how to control overfitting and learnability if your data is not too large.
November 10, 2019
My project on mention classification. It takes text, finds people mentions and tries to describe them by their mentions.
May 27, 2019
Interesting approach to combine neural inference with knowledge bases.
February 15, 2019
AllenNLP - customizable PyTorch framework with proper OOP, tons of model examples and utils.
December 28, 2018
What types of neural Question Answering exists and how to start building your own. Step-by-step approach.
September 17, 2018
How to prepare batch faster than GPU could process it? How to use advantage of multiple cores properly?
July 24, 2018
FastText embeddings done right
How to use PyTorch EmbeddingBag for proper OOV handling and fastText training
July 13, 2018
Loss function porn
Experimenting with different hyperparameters and what we can tell from loss curve
July 9, 2018
Neural Networks debugging
How to be sure that the source of errors is not the code but the network architecture? How to determine limits in architecture capacity?
June 30, 2018
Ininteraction VS representation. What kinds of matching models for NLP exists and why not all of them scales well.
June 27, 2018