PinnedSabrina HerbstinArtificial Intelligence in Plain EnglishTraining a DistilBERT model from scratchLLMs seem to be taking over the world, many people still do not really understand how they seem to work. I worked with Machine Learning for…Jan 22, 20234Jan 22, 20234
PinnedSabrina HerbstModel Soups for Higher Performing ModelsRecently, researchers from various universities and companies published a paper on ArXiv, introducing a concept called Model Soups. Model…Apr 4, 2022Apr 4, 2022
Sabrina HerbstQuestion Answering with DistilBERTInspired by recent advances with GPT3 and ChatGPT, I decided to train a Question Answering model myself a few months ago. The approach is…Mar 5, 2023Mar 5, 2023
Sabrina HerbstTowards Artificial General Intelligence or An Introduction to GatoIn May 2022, DeepMind published a paper about a generalising agent named Gato. The model is inspired by large-scale language models and is…Jun 10, 2022Jun 10, 2022
Sabrina HerbstOn Natural Language ProcessingRobots being able to understand and react to language is a prerequisite for them to be able to interact with us. Therefore, it is a very…May 24, 2022May 24, 2022
Sabrina HerbstGenerating Synthetic Data Using Dataset GeneratorsData is a fundamental requirement for all machine-learning related tasks and, often, not available at a large scale or in sufficient…May 1, 2022May 1, 2022
Sabrina HerbstImputing Missing Values with Machine Learning-Based ApproachesAfter already diving into data preparation in my previous blog post (check out An Introduction to Instance Selection in Data Mining if…Mar 20, 2022Mar 20, 2022
Sabrina HerbstAn Introduction to Instance Selection in Data MiningInstance selection plays an important role in data preprocessing for machine learning. The goal is to reduce the amount of data used for…Feb 28, 2022Feb 28, 2022
Sabrina HerbstPredicting the Income Level of CountriesAfter having written most of my past blogs about Automated Machine Learning, I decided to dedicate this post to an actual Machine Learning…Feb 5, 2022Feb 5, 2022
Sabrina HerbstTaming Machine Learning Models or Implementing the Hyperband AlgorithmAfter having talked about the basics of Automated Machine Learning in my last few posts and giving an introduction to Successive Halfing…Jan 20, 2022Jan 20, 2022