Welcome on the Information Realm. Here I mostly talk about data science, probability theory, statistics, and (quantum) information theory. However, I allow myself to digress from time to time.
Portfolio
Here you'll find a selection of my projects.
Detecting disasters on Twitter.
Presentation of Text classification project using the pre-trained BERT model from Google. I present the data, its cleaning, the metrics, the use of some "traditional" ML algorithm through scikit-learn. I also present different ways of explaining a model. I then move on to a BERT-based model through tf.keras, and techniques to interpret it (using eli5.lime.TextExplainer). I then continue by presenting a "stacking" inpired technique to combine several models. Finally, I wrap up everything into pipelines in order to have a complex model ready to use.
Singleton Class Decorator
Here is a post presenting a singleton decorator that I made in Python. What is special about this decorator? Well, it makes a class become a singleton class of course, but contrary to some other singleton decorators, my decorator aims at doing so while keeping all other class behaviors unchanged (think of inheritance, type checking etc.)
Contact
If you have any questions, do not hesitate to contact me by email or via the following form.