Behavioral testing NLP models with CheckList [1] - introduction
The article is available on my blog on Medium: https://towardsdatascience.com/metrics-are-not-enough-you-need-behavioral-tests-for-nlp-5e7bb600aa57
How DALL-E Mini Works
The article is available on my blog on Medium: https://towardsdatascience.com/understanding-how-dall-e-mini-works-114048912b3b
Fast Fourier Transform with PyTorch
Recently Google released a model similar to Transformer but with self-attention replaced by Fourier transform. The model is just a bit less accurate but 6x faster on GPU. It is a great chance to introduce yourself to Fourier Transform with PyTorch.
Language Models [03] - Tokenizer
Build the first component: a custom tokenizer
Language Models [02] - EDA
Perform exploratory data analysis and create a project template for lanugage model.
Language Models [01] - Intro and theory
Language models are the most important concept in NLP. Learn theory and implement one by yourself.