├── 01-data-engineering ├── aws-batch.md ├── data-pipeline.md ├── data-stores.md ├── dms.md ├── glue.md ├── images │ └── lifecycle-transitions-v3.png ├── kinesis.md ├── other-services.md ├── s3.md └── step-functions.md ├── 02-exploratory-data-analysis ├── athena.md ├── data-science-basics.md ├── emr.md ├── feature-engineering.md ├── handling-outliers.md ├── images │ ├── binomial-dist.png │ ├── normal-distribution.png │ ├── poisson-dist.png │ └── probability-mass-function.png ├── python-in-data-science-and-lm.md └── quicksight.md ├── 03-modelling ├── deep-learning.md ├── images │ └── roc-curve.png ├── other.md └── sagemaker.md ├── 04-higher-level-ai-ml-services ├── amazon-comprehend.md ├── amazon-forecast.md ├── amazon-lex.md ├── amazon-personalize.md ├── amazon-polly.md ├── amazon-rekognition.md ├── amazon-transcribe.md ├── amazon-translate.md └── other-ml-services.md ├── 05-operations ├── images │ ├── docker.png │ ├── training-container.png │ └── using-docker.png ├── mlops-with-sagemaker-and-k8s.md ├── sagemaker-inner-details.md ├── sagemaker-on-the-edge.md ├── sagemaker-resources.md ├── sagemaker-security.md └── serverless-inference.md └── README.md /01-data-engineering/aws-batch.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Ernyoke/certified-aws-machine-learning-specialty/HEAD/01-data-engineering/aws-batch.md -------------------------------------------------------------------------------- /01-data-engineering/data-pipeline.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Ernyoke/certified-aws-machine-learning-specialty/HEAD/01-data-engineering/data-pipeline.md -------------------------------------------------------------------------------- /01-data-engineering/data-stores.md: -------------------------------------------------------------------------------- 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