Automated Machine Learning
Discover the fundamentals of automated machine learning, including prominent tools like Microsoft NNI, Google AutoML, Amazon Sagemaker, and others. Learn how these platforms automate model development stages such as feature engineering, hyper-parameter tuning, and deployment, helping beginners and professionals build efficient machine learning models.
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