Sage Maker Services

SERVICES PROVIDED BY SAGEMAKER

1) Provides jupyter notebook instance

• Used to explore and process data

2) API

•  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