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Artificial intelligence

Dispatches from the ULMFiT trenches

Dispatches from the ULMFiT trenches

Don’t just look at the benchmark figures when you evaluate your language model. A subjective judgement can also lead to interesting insights.

Hubert Karbowy
Hubert Karbowy
AVA
Why ULMFiT can still matter: training and inference times

Why ULMFiT can still matter: training and inference times

In real-life applications computational efficiency of ML models is as important as evaluation metrics

Hubert Karbowy
Hubert Karbowy
AVA
Resurrecting monolingual recurrent language models with ULMFiT for Tensorflow

Resurrecting monolingual recurrent language models with ULMFiT for Tensorflow

Recurrent language models are still alive and kicking. We release pretrained Polish and English ULMFiT models for Tensorflow Hub.

Hubert Karbowy
Hubert Karbowy
AVA
Superskalarny Doradca: W jaki sposób myśleć o rekomendacjach

Superskalarny Doradca: W jaki sposób myśleć o rekomendacjach

Marketing Machine to zbiorcza nazwa (nasz trademark) dla algorytmów rekomendacyjnych, które udostępniamy klientom edrone. Polegają one na różnych (niejednokrotnie najprostszych, ale wciąż skutecznych) technikach sprzedażowych zaadaptowanych przez sztuczną inteligencję.

Marcin Lewek
Marcin Lewek
Columns
Continual Learning

Continual Learning

Continual learning is a machine learning domain that aims to mitigate catastrophic forgetting and enable models to be trained with an incoming stream of training data.

Marcin Lewek
Marcin Lewek
Artificial intelligence
From research to production and back: Machine Learning with AWS

From research to production and back: Machine Learning with AWS

Let's see how Machine Learning can be built in the cloud. We’ll explore AWS services that will help you boost your productivity on the path from research to production.

Marcin Lewek
Marcin Lewek
Artificial intelligence
Concordância entre Anotadores: A Linguagem em Disputa

Concordância entre Anotadores: A Linguagem em Disputa

Quando o assunto é Processamento de Linguagem Natural e o desenvolvimento de assistentes por voz, mais cedo ou mais tarde você encontrará o termo "concordância entre anotadores". Este acordo é fundamental para atingirmos a ilusão de que as máquinas estão, de fato, entendendo palavras.

Marcin Lewek
Marcin Lewek
NLP
A Mente do Fantasma: Como as Recomendações são Definidas

A Mente do Fantasma: Como as Recomendações são Definidas

Informações são essenciais para recomendar produtos corretamente. Assim que sabemos algo sobre um usuário, podemos confrontá-lo com um sistema de Inteligência Artificial e o Fantasma na Máquina de Vendas fará o resto.

Marcin Lewek
Marcin Lewek
Artificial intelligence