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Time Series Data Workload (Ray Train)

Workload Example

A time series data workload example built with Ray Train.

About this course

7 lessons
1 module
Tags
Workload ExamplesIntermediateModel TrainingData ProcessingWorkloadsLegacy Import
Level: Intermediate
Time Series Forecasting
Transformer-Based Models

Course Modules

0

Workload

Learn how to build a time-series forecasting pipeline for NYC taxi demand using a sequence-to-sequence Transformer, predicting the next 24 hours from a week of history. You’ll also migrate the workflow from single-GPU PyTorch to distributed multi-node training on an Anyscale cluster with Ray Train V2.

  • Introduction
  • Imports and the Dataset
  • Defining the Model
+4 more lessons