From the course: Debiasing AI Using Amazon SageMaker
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What is SageMaker?
- [Instructor] What is SageMaker? SageMaker is a fully manged machine learning service that caters to everyday programmers and data scientists. There are several universal steps in the machine learning process such as obtaining and preparing data, training a model and then testing and deploying a model via an endpoint. The beauty of SageMaker is that it brings all of these steps under one umbrella which helps to streamline the overall process making it easier. For the data preparation step, SageMaker provides Jupyter Notebooks. In our case study, we'll use a Jupyter Notebook like this to visualize, clean and prepare our crime data stored in S3. For the next step of training a model, SageMaker provides servers, or instances in AWS terminology, that we can use to train our model. During the training process, a learning algorithm is used. SageMaker comes with several built-in learning algorithms that we can use to train our model. The learning algorithm that you select is based on your…
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