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

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