When using CMLE, does creating a version require specifying a source of an exported model?
When using CMLE (Cloud Machine Learning Engine) to create a version, it is necessary to specify a source of an exported model. This requirement is important for several reasons, which will be explained in detail in this answer. Firstly, let's understand what is meant by "exported model." In the context of CMLE, an exported model
What is the recommended architecture for powerful and efficient TFX pipelines?
The recommended architecture for powerful and efficient TFX pipelines involves a well-thought-out design that leverages the capabilities of TensorFlow Extended (TFX) to effectively manage and automate the end-to-end machine learning workflow. TFX provides a robust framework for building scalable and production-ready ML pipelines, allowing data scientists and engineers to focus on developing and deploying models
What is the benefit of using TensorFlow's model saving format for deployment?
TensorFlow's model saving format provides several benefits for deployment in the field of Artificial Intelligence. By utilizing this format, developers can easily save and load trained models, allowing for seamless integration into production environments. This format, often referred to as a "SavedModel," offers numerous advantages that contribute to the efficiency and effectiveness of deploying TensorFlow
What command can we use to check if versioning is enabled for a bucket in Google Cloud Storage?
To check if versioning is enabled for a bucket in Google Cloud Storage, you can use the gsutil command-line tool provided by Google Cloud Platform. The gsutil tool allows you to interact with Cloud Storage buckets and objects from the command line, making it convenient for managing your storage resources. To verify if versioning is
How do we disable versioning for a bucket in Google Cloud Storage?
To disable versioning for a bucket in Google Cloud Storage, you can follow these steps: 1. Open the Google Cloud Console in your web browser and navigate to the Cloud Storage section. 2. Select the project that contains the bucket for which you want to disable versioning. 3. In the left-hand navigation menu, click on
- Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, Getting started with GCP, Using object versioning, Examination review
How can we enable versioning for a bucket in Google Cloud Storage?
Enabling versioning for a bucket in Google Cloud Storage is a crucial aspect of data management, ensuring the preservation and tracking of changes made to objects within the bucket over time. Versioning provides a safety net against accidental deletions or modifications by allowing the restoration of previous versions of objects. In this response, we will
- Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, Getting started with GCP, Using object versioning, Examination review
How does Google Container Registry (GCR) ensure secure and controlled storage of container images?
Google Container Registry (GCR) ensures secure and controlled storage of container images by implementing a range of robust security measures. GCR is a fully managed and highly available private container image registry service provided by Google Cloud Platform (GCP). It allows users to store, manage, and distribute their container images securely. To ensure secure storage