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[ TutGee com ] PluralSight - Optimizing Apache Spark on Databricks
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Get Bonus Downloads Here.url (Size: 291.56 MB) (Files: 123)
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01. Course Overview
01. Course Overview.mp4
02. Exploring and Mitigating Data Ingestion Problems
02. Prerequisites and Course Outline.mp4
03. Delta Lake.mp4
04. Data Ingestion-Definition Challenges and Best Practices.mp4
05. Auto Loader for Data Ingestion.mp4
06. Demo-Creating an External Cloud Storage Source for Ingestion of Files.mp4
07. Demo-Ingesting Streaming Data into Delta Lake.mp4
08. Demo-Tracking Processed Files using Auto Loader.mp4
09. Demo-Ingesting Batch Data into Delta Lake.mp4
10. Demo-Ingesting Data into Delta Lake Using SQL.mp4
11. Databricks Data Ingestion Network.mp4
03. Diagnosing and Mitigating Performance Problems
12. Performance Issues in Spark.mp4
13. Performance Bottlenecks in Spark-Serialization and Skew.mp4
14. Performance Bottlenecks in Spark-Spill Shuffle and Memory.mp4
15. Memory Partitions and Disk Partitions.mp4
16. Demo-Disk Partitioning.mp4
17. Data Skipping and Z-order Clustering.mp4
18. Demo-Z-ordering on a Small Delta Table.mp4
19. Demo-Z-ordering on a Large Delta Table.mp4
20. Bucketing to Optimize Joins.mp4
21. Demo-Bucketed and Unbucketed Tables.mp4
22. Demo-Joining Bucketed and Unbucketed Tables.mp4
04. Optimizing Spark for Performance
23. FIFO and Fair Schedulers.mp4
24. Demo-Default Pool FIFO Scheduling.mp4
25. Demo-Configuring Different Pools to Share Resources.mp4
26. Delta Cache.mp4
27. Demo-Configuring the Delta Cache on a Cluster.mp4
28. Demo-Running Queries on Cached Data.mp4
29. New Features in Apache Spark 3.0.mp4
30. Summary and Further Study.mp4
Bonus Resources.txt
Exercise Files
02
demos
demo-01
DS_Store
datasets
DS_Store
video_games_data_01.csv
video_games_data_02.csv
video_games_data_03.csv
video_games_data_04.csv
demo-01-AutoLoaderWithStreamingData.html
demo-01-AutoLoaderWithStreamingData.ipynb
demo-02
DS_Store
datasets
DS_Store
video_games_data_01.csv
video_games_data_02.csv
video_games_data_03.csv
video_games_data_04.csv
demo-02-AutoLoaderWithBatchData.html
demo-02-AutoLoaderWithBatchData.ipynb
demo-03
DS_Store
datasets
DS_Store
video_games_data_01.csv
video_games_data_02.csv
video_games_data_03.csv
video_games_data_04.csv
demo-03-SQLForDataIngestion.html
demo-03-SQLForDataIngestion.ipynb
demo-04
DS_Store
datasets
summer.csv
demo-04-DiskPartitioning.html
demo-04-DiskPartitioning.ipynb
demo-05
DS_Store
datasets
bike_sharing.csv
demo-05-Z-Ordering.html
demo-05-Z-Ordering.ipynb
demo-06
DS_Store
demo-06-Bucketing.html
demo-06-Bucketing.ipynb
demo-07
DS_Store
datasets
tips_01.csv
tips_02.csv
tips_03.csv
demo-07-SchedulerPool.html
demo-07-SchedulerPool.ipynb
fairscheduler.xml
demo-08
demo-08-DeltaCache.html
demo-08-DeltaCache.ipynb
exploring-and-mitigating-data-ingestion-problem-slides.pdf
03
diagnosing-and-mitigating-performance-problem-slides.pdf
04
optimizing-spark-for-performance-slides.pdf
demo-01
DS_Store
datasets
DS_Store
video_games_data_01.csv
video_games_data_02.csv
video_games_data_03.csv
video_games_data_04.csv
demo-01-AutoLoaderWithStreamingData.html
demo-01-AutoLoaderWithStreamingData.ipynb
demo-02
DS_Store
datasets
DS_Store
video_games_data_01.csv
video_games_data_02.csv
video_games_data_03.csv
video_games_data_04.csv
demo-02-AutoLoaderWithBatchData.html
demo-02-AutoLoaderWithBatchData.ipynb
demo-03
DS_Store
datasets
DS_Store
video_games_data_01.csv
video_games_data_02.csv
video_games_data_03.csv
video_games_data_04.csv
demo-03-SQLForDataIngestion.html
demo-03-SQLForDataIngestion.ipynb
demo-04
DS_Store
datasets
summer.csv
demo-04-DiskPartitioning.html
demo-04-DiskPartitioning.ipynb
demo-05
DS_Store
datasets
bike_sharing.csv
demo-05-Z-Ordering.html
demo-05-Z-Ordering.ipynb
demo-06
DS_Store
demo-06-Bucketing.html
demo-06-Bucketing.ipynb
demo-07
DS_Store
datasets
tips_01.csv
tips_02.csv
tips_03.csv
demo-07-SchedulerPool.html
demo-07-SchedulerPool.ipynb
fairscheduler.xml
demo-08
demo-08-DeltaCache.html
demo-08-DeltaCache.ipynb
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