How does Anthos simplify hybrid & multicloud deployments?How does Anthos simplify hybrid & multicloud deployments?Developer Advocate, Google

Now, consider repeating this set of tasks across a hybrid and multicloud landscape. It becomes very complex, very quickly. Your platform admins, SREs,  and DevOps teams who are responsible for security and efficiency have to do manual, cluster-by-cluster management, data collection, and information synthesis. With this complexity, it’s hard to stay current, to understand business … Read more

PyTorch on Google Cloud: How To train PyTorch models on AI PlatformPyTorch on Google Cloud: How To train PyTorch models on AI PlatformMachine Learning Specialist, Cloud Customer EngineerMachine Learning Specialist, Cloud Customer Engineer

In the snippet above, notice that the encoder (also referred to as the base model) weights are not frozen. This is why a very small learning rate (2e-5) is chosen to avoid loss of pre-trained representations. Learning rate and other hyperparameters are captured under the TrainingArguments object. During the training, we are only capturing accuracy … Read more

Include Cloud Spanner databases in your CI/CD process with the Liquibase extensionInclude Cloud Spanner databases in your CI/CD process with the Liquibase extensionCloud Developer Advocate

What are the supported features of the Liquibase Cloud Spanner extension? The Cloud Spanner Liquibase extension allows you to use Liquibase to target Cloud Spanner databases. The extension supports most of the available features of both Liquibase and Cloud Spanner and supports most DML and DDL commands.  The following Liquibase ChangeTypes are supported by the … Read more