11. Sagemaker

Sagemaker-pipeline-1 (basic pipeline)

upload the raw data to S3 bucket
sagemaker conatiner based training read data only from S3

train sagemaker based xgboost model

Deploy the xgboost model as an endpoint Mention:

instance_type : 'ml.m4.xlarge'
initial_instance_count : 1 After this step we have successfully deployed ML model as an Endpoint

Predict using endpoint

Name		Name	Last commit message	Last commit date
parent directory ..
sklearn-pipeline-classification-titanic		sklearn-pipeline-classification-titanic
README.md		README.md
Seattle House Sales.ipynb		Seattle House Sales.ipynb
sagemaker-pipeline-1-invoke-model.ipynb		sagemaker-pipeline-1-invoke-model.ipynb
sagemaker-pipeline-1.ipynb		sagemaker-pipeline-1.ipynb