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Classroom Contents
Koalas - Scaling Pandas API on Apache Spark
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- 1 Introduction
- 2 Agenda
- 3 Data Scientist Journey
- 4 Pandas Origins
- 5 Spark vs Pandas
- 6 Koalas
- 7 Pandas vs Spark
- 8 Koalas vs Spark
- 9 Internal Frame
- 10 Indexing
- 11 Default Index Types
- 12 Sequel query
- 13 Values
- 14 Data Visualization
- 15 Class
- 16 Plotting
- 17 Analysis
- 18 Date Range
- 19 Histogram
- 20 Outliers
- 21 Merge
- 22 Sort Values
- 23 Plot Koalas Numbers
- 24 Convert Year Month to DateTime
- 25 Plot Monthly Totals
- 26 Plot Monthly Average
- 27 Paralysis and Model Training
- 28 Filters
- 29 ML Flow
- 30 Import ML Flow
- 31 Pandas dataframe
- 32 Query runs
- 33 Forecast
- 34 Roadmap
