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Course Outline
Introduction
- Modin vs Dask vs Ray
- Overview of Modin features and architecture
- Pandas fundamentals
Getting Started
- Installing Modin
- Importing Pandas from Modin
- Defaulting to Pandas in Modin
- Supported APIs
Managing Pandas workflows using Modin
- Using Modin on a single node
- Using Modin on a cluster
- Connecting to a database (read_sql)
- Optimizing resources for Modin
Interacting with Datasets
- Reading data, dropping columns, and finding values
- Executing advanced Pandas operations
- Common issues and examples
Troubleshooting
Summary and Next Steps
Requirements
- Familiarity with Pandas
- Python programming experience
Audience
- Data scientists
- Developers
14 Hours
Testimonials (1)
Trainer develops training based on participant's pace