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Introduction
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Classroom Contents
Modern Data Science with Vaex - A New Approach to DataFrames and Pipelines
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- 1 Introduction
- 2 Dataset options
- 3 Who is Jovan
- 4 Demo
- 5 Expressions
- 6 Data Science Example
- 7 Memory Map
- 8 Missing Values
- 9 Number of Passengers
- 10 Trip Distances
- 11 New York
- 12 New York City
- 13 Filter
- 14 Trip duration
- 15 Categorizing
- 16 Group by Standard
- 17 Density Maps
- 18 Machine Learning
- 19 Memory
- 20 PCA
- 21 PCA on a subsample
- 22 Payment type
- 23 String operations
- 24 Memory usage
- 25 Light GBM
- 26 Predict method
- 27 Wrappers
- 28 Virtual columns
- 29 Testing the notebook
- 30 Conclusion
- 31 Questions
