With this thesis my goal is to analyze the ML.NET framework for the .NET platform. The thesis will be looking into it's use inside desktop and web applications that can be developed under .NET. Machine Learning is seeing extensive growth and tools that simplify making complex models and solutions through machine learning are being made for people without a wide spectrum of konwledge of the subject. This thesis aims to seperate a single basic programming problem, simplify and solve it using ML.NET framework. The thesis is split into several main units. In the introduction it go over the area in which machine learning is used and what is ML.NET. In the second unit the main vocal points are the technologies and tools that are used in this thesis from .NET platform through to the algorithm used for the model inside the application. Third unit is based on the practical part of the thesis which implies making a model that would make predictions of taxi rides using a particular data set.