In this tutorial, we’re going to implement a POS Tagger with Keras. On this blog, we’ve already covered the theory behind POS taggers: POS Tagger with Decision Trees and POS Tagger with Conditional Random Field. Recently we also started looking at Deep Learning, using Keras, a popular Python Library. You can get started with Keras […]
Introduction We talked briefly about word embeddings (also known as word vectors) in the spaCy tutorial. SpaCy has word vectors included in its models. This tutorial will go deep into the intricacies of how to compute them and their different applications.
A while back I wrote a Complete guide for training your own Part-Of-Speech Tagger. If you are new to Part-Of-Speech Tagging (POS Tagging) make sure you follow that tutorial first. This article is more of an enhancement of the work done there. What is a CRF? A Conditional Random Field (CRF for short) is a […]
Throughout this blog, we seek to obtain good performance on our classification tasks. Classification is one of the most popular tasks in Machine Learning. Be sure you understand what classification is before going through this tutorial. You can check this Introduction to Machine Learning, specially created for hackers.
Have you ever noticed what happens when you hear a name you haven’t heard before? You automatically put it in a bucket, the girl names bucket or the boy names bucket. In this tutorial, we’re getting started with machine learning. We’ll be building a classifier able to distinguish between boy and girl names. If this […]