The large cloud service providers offer services with which one can create machine learning models and use them directly. These often come with user-friendly graphical user interfaces. The services offered by the major cloud providers are:
- Microsoft Azure Machine Learning Studio
- AWS Machine Learning and SageMaker
- Google Cloud Machine Learning Engine
- IBM Watson Machine Learning
You can create your own Machine Learning Model Create from scratch, for example in Python. However, this involves a lot of manual work. Many machine learning projects fail as soon as the models are deployed and put into operation. This step is much easier with machine learning services from cloud providers, as they provide all the necessary infrastructure and environment, along with numerous other services that enable easy deployment of models.
Since cloud-based machine learning tools are proprietary software that users have to pay for (there is also a free option with limited functionality), they are mostly used in business environments.