In this article, we will discuss a very basic question regarding machine learning: is every model a black box? Certainly most methods seem to be, but as we will see, there are very interesting exceptions to this.Read More
Regression models are perhaps the most important class of machine learning models. In this tutorial, we will show how to easily generate a regression model from data values.Read More
If you are interested in solving AI problems and would like an easy-to-use desktop software that yields state-of-the-art results, you might like TuringBot. In this article, we will show you how it can be used to easily solve classification and regression problems, and explain the methodology that it uses, which is called symbolic regression.Read More
Given a sequence of numbers, finding an explicit mathematical formula that computes the nth term of the sequence can be challenging, except in very special cases like arithmetic and geometric sequences.Read More
Data science is becoming more and more widespread, pushed by companies that are finding that very valuable and actionable information can be extracted from their databases.
It can be challenging to develop useful models from raw data. Here we will introduce a tool that makes it very easy to develop state of the art models from any dataset.Read More
Many machine learning methods are presently available, including for instance neural networks, random forests and support vector machines. In this article, we will talk about a very unexplored algorithm called symbolic regression, and will show how it can be used to solve machine learning problems in a very transparent and explicit way.Read More
Finding mathematical formulas from data is an extremely useful machine learning task. A formula is the most compressed representation of a table, allowing large amounts of data to be compressed into something simple, while also making explicit the relationship that exists between the different variables.Read More
Symbolic regression is a machine learning technique capable of generating models that are explicit and easy to understand.
In this tutorial, we are going to generate our first symbolic regression model. For that we are going to use the TuringBot software. After generating the model, we are going to visualize the results using a Python library (Matplotlib).Read More