Benjamin EtienneinTowards Data ScienceNo GPU, No Party : Fine-Tune BERT for Sentiment Analysis with Vertex AI Custom jobsSpeed up the training process with serverless jobs13 min read·Jun 3, 2024----
Benjamin EtienneinTowards Data ScienceMachine Learning on GCP: From Notebooks to PipelinesML in production is not about notebooks but about pipelines15 min read·May 11, 2024--2--2
Benjamin EtienneinTowards Data ScienceA Complete Guide to Write your own TransformersAn end-to-end implementation of a Pytorch Transformer, in which we will cover key concepts such as self-attention, encoders, decoders, and…18 min read·Feb 24, 2024--8--8
Benjamin EtienneinTowards Data ScienceBayesian Basketball : were the Toronto Raptors really the best team during NBA 2019 season ?Let’s go back in time and see if we can end up with a different winner for the NBA 2019 title. How ? By using Bayesian simulations.8 min read·Aug 21, 2019----
Benjamin EtienneinTowards Data ScienceTime Series in Python — Part 3: Forecasting taxi trips with LSTMsIn this article, we will forecast the number of FHV (For Hire Vehicles, like Uber) in New York using LSTMs. We will learn how to add…11 min read·Feb 25, 2019--13--13
Benjamin EtienneinTowards Data ScienceTime Series in Python — Part 2: Dealing with seasonal dataIn the first part, you learned about trends and seasonality, smoothing models and ARIMA processes. In this part, you’ll learn how to deal…5 min read·Feb 15, 2019--4--4
Benjamin EtienneinTowards Data ScienceTime Series in Python — Exponential Smoothing and ARIMA processesTL;DR: In this article you’ll learn the basics steps to performing time-series analysis and concepts like trend, stationarity, moving…12 min read·Feb 9, 2019--18--18
Benjamin EtienneinTowards Data ScienceAttention Seq2Seq with PyTorch: learning to invert a sequenceTL;DR: In this article you’ll learn how to implement sequence-to-sequence models with and without attention on a simple case: inverting a…6 min read·Nov 29, 2018--3--3
Benjamin EtienneNeural Turing Machines : an “artificial” working memory ?The main challenges to a perfect Neural Turing Machine model.14 min read·Aug 2, 2018--1--1
