Learning Path

Ray Train Specialization

The Ray Train learning path is a deep dive into distributed model training with Ray Train and gives you a large sample of interesting workloads to explore.

7 courses

What you'll cover

  • Level: Advanced
  • Distributed Model Training
  • Multi-GPU Training Workflows
  • Reinforcement Learning Workloads
  • Policy Gradient Methods
  • Collaborative Filtering
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Ray Train Specialization

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Course Sequence

7 steps
1
Model Training Foundations (Ray Train) thumbnail

Model Training Foundations (Ray Train)

Foundations

Step 1

Model Training Foundations (Ray Train)

Learn the foundations of distributed training of machine learning models with Ray Train.

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2
Tabular Data Workload Example (Ray Train) thumbnail

Tabular Data Workload Example (Ray Train)

Workload Example

Step 2

Tabular Data Workload Example (Ray Train)

A tabular data workload example built with Ray Train.

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3
Time Series Data Workload (Ray Train) thumbnail

Time Series Data Workload (Ray Train)

Workload Example

Step 3

Time Series Data Workload (Ray Train)

A time series data workload example built with Ray Train.

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4
Computer Vision Workload Example (Ray Train) thumbnail

Computer Vision Workload Example (Ray Train)

Workload Example

Step 4

Computer Vision Workload Example (Ray Train)

An example of distributed model training using Ray Train.

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5
Generative Computer Vision Workload (Ray Train) thumbnail

Generative Computer Vision Workload (Ray Train)

Workload Example

Step 5

Generative Computer Vision Workload (Ray Train)

A generative computer vision workload example built with Ray Train.

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6
Policy Learning Workload (Ray Train) thumbnail

Policy Learning Workload (Ray Train)

Workload Example

Step 6

Policy Learning Workload (Ray Train)

A policy learning workload example utilizing Ray Train.

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7
Recommender Systems Workload (Ray Train) thumbnail

Recommender Systems Workload (Ray Train)

Workload Example

Step 7

Recommender Systems Workload (Ray Train)

A recommender systems workload example built with Ray Train.

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