Facundo SantiagoThe era of no-so-large language modelsThe field of LLM is being challenged by a trend of smaller models that outperform mid size models, lowering the entry barrier for…·4 min read·Nov 29, 2023----
Facundo SantiagoEffortless model deployment with MLflow — Stratified models (many models) for forecastingHow to package many models or partitioned models into a single MLflow entity that you can seamlessly deploy to produce predictions.·14 min read·Jul 7, 2023----
Facundo SantiagoEnglish is the most powerful programing language — even for data science: Introduction to prompt…What prompt engineering is, which are the steps involved in it, and how it changes the way we solve problems with ML.·10 min read·May 8, 2023----
Facundo SantiagoIt wasn’t Magic. How NLP went from Text Mining to the Era of Large Language Models.Let's travel across time and review the major shifts in the NLP field. From text mining to neural models, and all the way to the current…·11 min read·Apr 8, 2023----
Facundo SantiagoModel Evaluation, Monitoring, and Error Analysis in Machine Learning. Is it all the same?A gentle introduction to what model evaluation means in the ML development lifecycle, the requirements to implement it, and how to avoid…·12 min read·Mar 20, 2023----
Facundo SantiagoMLOps: Say hello to Continuous Training (CT)How to expand the CI/CD concepts to Machine Learning projects by adding Continous Training (CT) in your MLOps pipelines (a real example).·12 min read·Jul 31, 2022----
Facundo SantiagoModel interpretability — Making your model confesses: Saliency mapsHow to interpret NLP models using Saliency Maps: an example with transformers.·12 min read·Jun 8, 2022--2--2
Facundo SantiagoLoading NLP HuggingFace models into AllenNLP frameworkHow to take advantage of the transformers library in HuggingFace and extend its functionality using AllenNLP·8 min read·Jun 8, 2022----
Facundo SantiagoJupyter Notebooks are the devil: Not really!A practical guide about how to use Jupyter Notebook in a Machine Learning project without giving up good software development practices·6 min read·May 16, 2022----
Facundo SantiagoStructure your Machine Learning project source code like a proHow to structure projects when working with Python in an ML project, like a pro (or semi-pro)·16 min read·May 16, 2022--6--6
