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