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azure-databricks-airlift's Introduction

Azure-Databricks-Airlift

Databricks notebooks covering data engineering and data science workloads (Microsoft Airlift Agenda)

Data Engineering Notebooks

  • Reading Data Basics
  • Transformations & Actions
  • Integration with Azure Data Services
    • Azure Event Hub
    • Azure SQL Data Warehouse
    • Azure Cosmos DB
  • Delta Lakes
    • Batch Jobs
    • Streaming Jobs
    • Optimization

Data Science Notebooks

  • Intro to DataFrames (3 parts)
  • Intro to Structured Streaming
  • Spark ML Basics
  • Spark ML Streaming
  • Machine Learning Pipelines
  • Convolutional Neural Networks
  • Transfer Learning
  • Horovod (Distributed Learning)

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