Scaling Prototypes into Production Models

Training, tuning and evaluating models at scale with Vertex AI custom training, distributed training and hyperparameter tuning.

GCP-362 12 lessons planned ▶ Video lessons coming soon

Offered by HSM University · Google Cloud Certification Prep

Course content

  1. 1From prototype to training pipelineComing
  2. 2Vertex AI custom training jobsComing
  3. 3Prebuilt and custom containersComing
  4. 4Distributed training strategiesComing
  5. 5GPUs and TPUs for trainingComing
  6. 6Hyperparameter tuningComing
  7. 7Fine-tuning foundation modelsComing
  8. 8Model evaluation metricsComing
  9. 9Model Registry and versioningComing
  10. 10Training cost optimizationComing
  11. 11ReproducibilityComing
  12. 12Lab walkthrough: training at scaleComing

Requirements

Recommended background. You can start any course at any time.

Description

Training, tuning and evaluating models at scale with Vertex AI custom training, distributed training and hyperparameter tuning.