Awesome Databricks

A curated list of awesome Databricks resources and examples.

This is just an awesome contribution for study, still under construction. Not official. The official github is here.

Contents

• Platform and Products

  • MLFlow, MLflow doc
  • ApacheSpark, ApacheSpark awesome
  • DeltaLake, DeltaLake doc
  • Koala doc
    

• AWS

• Azure

  • Overview
  • Technical Overview
  • Databricks Blog
  • Microsoft Blog
  • Documentation
  • Knowledge Base
  • Product News
  • Frequently Asked Questions
  • Databricks Academy
  • Reference Architectures
    • Modern Data Warehouse
    • Real-Time Analytics
    • Advanced Analytics
  • Guides
    • Apache Spark
    • Best Practices
    • Delta Lake
    • Machine Learning
    • Deep Learning
    • MLflow
    • Structured Streaming
  • Tutorials
    • Perform ETL Operations, Load Into SQL-DW
    • Use Cosmos DB Service Endpoint
    • Stream Data Using Event Hubs
  • Learning Paths
    • Data Engineering with Azure Databricks (new)
    • Perform Data Engineering with Azure Databricks
    • Perform Data Science with Azure Databricks (new)
    • Extract Knowledge & Insights from Your Data with ADB
  • Integration with Azure ML Service
  • Microsoft ML for Apache Spark
  • Connector to IDEs
  • Example Notebooks
  • Example Pipelines
    • Anomaly Detection
    • Recommendation System
  • Free eBooks
  • On-Demand Webinars
  • Channel 9 Videos
  • Deep Learning
    • Deep Learning Overview
    • Deep Learning Pipelines
    • Distributed Deep Learning

• Resources

  • Use Cases, Customer Stories
  • Databricks is an Unicorn Startup, by Crunchbase
  • Databricks is Leader, by Gartner 2020 Magic Quadrant Analysis
  • Conference Spark+AI Summit 2020, Videos
  • Youtube Videos
  • Blog
  • eBooks
  • Presentations
  • Certifications

• Training and Courses

  • Databricks: Intro Learning Path
  • Databricks: Databricks Academy
  • Udemy: Databricks Essentials for Spark Developers (Azure and AWS)
  • Coursera: The Databricks Environment
  • Pluralsight: Building Your First ETL Pipeline Using Azure Databricks
  • Linkedin Learning: Azure Spark Databricks Essential Training
  • Cloud Academy: Running Spark on Azure Databricks

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Thanks for being awesome! 😎