SERVICES PROVIDED BY SAGEMAKER
1) Provides jupyter notebook instance
- Used to explore and process data
- This simplifies computationally difficult task like train and deploy machine learning model
TRAINING PROCESS
- A computational task is constructed to fit machine learning model to some data
- This task is run on a virtual machine, such as tree constructed in a random tree model or layers in a neural networks
- This is saved data is called model artifacts
INFERENCE PROCESS
- Task is constructed for the purposes of performing inference
- This task is executed in virtual machine
- Virtual machine waits to receive data.It takes this data along with model artifacts, which were created during training process and performs inference
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