From the course: AWS Certified Machine Learning Engineer Associate (MLA-C01) Cert Prep
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Hands-on learning: Create a DataBrew project
From the course: AWS Certified Machine Learning Engineer Associate (MLA-C01) Cert Prep
Hands-on learning: Create a DataBrew project
- Now let's take a look at DataBrew in a lab. Note that Glue DataBrew is not on the free tier and is one of the more costly services, which costs about a dollar for every 30 minute session. So if you don't want to incur the charges in your account, then just watch me create a DataBrew project and work with the dataset. Okay, so let's start in the AWS console and we can just type DataBrew to be able to find the DataBrew Console. On this welcome screen, you can see they're very transparent about the pricing here. Interactive session is $1 per session, which is 30 minutes long and every time you run a job it's 48 cents per node hour. So let's go ahead and click on Create Project and we'll call it DEAProject. We'll create a new recipe and we'll just leave it as DEAProject recipe and we'll use one of the sample datasets for this. So let's go ahead and look at what they have here. I think we'll go with the chess ones and we'll leave the default dataset name chess games. Notice here we can…
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Contents
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Intro: Exploratory data analysis1m 9s
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Plots6m 15s
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Data types9m 10s
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Data distribution3m 42s
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Feature engineering2m 3s
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Data transformation (numbers-categories)11m 9s
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Data transformation (text-images)17m 15s
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Imputation techniques7m 11s
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Unbalanced data4m 36s
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Outliers3m 33s
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Amazon EMR introduction3m 52s
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Apache Hadoop1m 48s
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Hadoop frameworks2m 18s
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Apache Spark3m 12s
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Amazon EMR architecture7m 48s
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Hands-on learning: Launch an EMR cluster13m 7s
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Transforming streaming data (Lambda and Spark)3m 52s
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EMR Serverless3m 16s
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Amazon SageMaker Feature Store8m 42s
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AWS Glue8m 18s
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Hands-on learning: AWS Glue (crawler and transformation)9m 1s
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AWS Glue Data Catalog1m 17s
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Hands-on learning: Create an AWS Glue Data Catalog3m 13s
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AWS Glue DataBrew3m 1s
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Hands-on learning: Create a DataBrew project5m 37s
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Amazon Athena5m 38s
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Hands-on learning: Running SQL queries in Athena7m 9s
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Exam cram5m 52s
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