#machine-learning

Articles tagged with #machine-learning

Machine Learning Curves
In this post, we will be addressing the quality of machine learning algorithms for solving classification problems. We will consider the "recall-precision" curves as well as Gain, Lift, K-S (machine learning curves), and a table for analyzing profita...
Jun 25, 20218 min read8
Intent classification - algorithms, datasets, what is it, and how to use it to create realistic automated conversations
Natural language understanding (NLU) is an essential part of intelligent dialog systems. The goal of NLU is to classify the intents and extract meaning and entities from words (speech). Natural language understanding algorithms extract semantic ...
Jun 22, 20217 min read10
Scikit-Learn: Subtle Questions About Implementing Machine Learning Methods
Let's consider a few seemingly simple questions about machine learning algorithms and their implementation, which, however, only a few will be able to answer correctly (you can try it yourself - without reading the explanations. Note that additional ...
Jun 18, 20216 min read10
Black Box Interpretations
Machine learning (ML) mainly answers such questions as “What?” / “Who?” / “How much?” as well as "What is depicted?" and so on.
Jun 17, 202115 min read5
Auc Roc
Let’s start with the basics. AUC ROC stands for the area under a receiver operating characteristic.
May 6, 202112 min read353