Automated Machine Learning

Automated Machine Learning

Automated machine learning refers to automating the process of Model development and deployment which involves Feature Engineering, Feature Selection, Model Selection, hyper-parameter optimization and model deployment. In this lesson, we will look into these open-source and commercial tools and technologies, meant for Automated Machine Learning.

Microsoft’s Neural Network Intelligence

Neural Network Intelligence (NNI) is made by Microsoft. It helps in the automation of the following tasks:

• Feature Engineering
• Neural Architecture Search
• Hyper-parameter tuning
• Model Compression
• NNI provides the user with Command Line tools and user-friendly Web UI to run and manage the experiments.
• It has built-in support for state-of-the-art algorithms.