Labs

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License

This library is licensed under the MIT-0 License. See the LICENSE file.

Useful links:

Data Engineering

• Implementation Guide – Data Lake on AWS
• Analytics Lens AWS Well-Architected Framework
• Migrate and deploy your Apache Hive metastore on Amazon EMR
• Load data incrementally and optimized Parquet writer with AWS Glue
• Best practices to scale Apache Spark jobs and partition data with AWS Glue
• Streaming ETL with Apache Flink and Amazon Kinesis Data Analytics
• Analyze your Amazon S3 spend using AWS Glue and Amazon Redshift
• Best Practices for Securing Amazon EMR
• Build an automatic data profiling and reporting solution with Amazon EMR, AWS Glue, and Amazon QuickSight
• Ingest Excel data automatically into Amazon QuickSight

Feature Engineering

Algorithms

Model Training, Tuning and Deployment

MLops:

• awesome-mlops

AWS MLU

SageMaker Examples

Other resources to learn ML and DL:

• Practical Deep Learning with Jypyter notebooks
• Fast.ai
• D2l SageMaker Notebooks
• DeepLearning.ai