Vertex AI is a bare-bones analytics environment in Google Cloud.
Comprehensive list of data science platforms. Sometimes known also as machine learning platforms, ai platforms or DSML platforms.
For technically advanced teams looking for flexible Kubernetes deployments.
Log experiments and ML models versions from any environment.
Google Cloud Platform has excellent toolset to operationalize and productionize machine learning models.
Tensorflow Extended (known as TFX) is a framework to define ML pipelines.
Dataflow product in Google Cloud is mandatory for advanced data processing pipelines for machine learning solutions.
Some Google materials refer to it as Fully managed Tensorflow.
This is a summary of Google Cloud Platform (GCP) products relevant for Machine Learning Engineer role.
Kubernetes have been everywhere lately. Especially in the context of MLOps. I gave it a try by creating web app with Python Flask.
Comparing the major machine learning platforms AWS SageMaker, Azure Machine Learning, Google Vertex AI and Databricks.
What is a machine learning platform? Introducing different components such as workbench, MLOps tools and cloud computation.