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EITCA Academy

The European Information Technologies Certification Institute - EITCI ASBL

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EITCI Institute ASBL

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Questions and answers designated by tag: AI Platform

How to create a version of the model?

Monday, 24 February 2025 by eryk97

Creating a version of a machine learning model in Google Cloud Platform (GCP) is a critical step in deploying models for serverless predictions at scale. A version in this context refers to a specific instance of a model that can be used for predictions. This process is integral to managing and maintaining different iterations of

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, First steps in Machine Learning, Serverless predictions at scale
Tagged under: AI Platform, Artificial Intelligence, Google Cloud Platform, Machine Learning, Model Versioning, TensorFlow

How can one sign up to Google Cloud Platform for hands-on experience and to practice?

Monday, 06 January 2025 by Rieke Schäfer

To sign up for Google Cloud in the context of the Artificial Intelligence and Machine Learning certification programme, specifically focusing on serverless predictions at scale, you will need to follow a series of steps that will enable you to access the platform and utilize its resources effectively. Google Cloud Platform (GCP) offers a wide range

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, First steps in Machine Learning, Serverless predictions at scale
Tagged under: AI Platform, Artificial Intelligence, Cloud Computing, Google Cloud Platform, Machine Learning, Serverless Computing

Which command can be used to submit a training job in the Google Cloud AI Platform?

Saturday, 11 November 2023 by Hema Gunasekaran

To submit a training job in Google Cloud Machine Learning (or Google Cloud AI Platform), you can use the "gcloud ai-platform jobs submit training" command. This command allows you to submit a training job to the AI Platform Training service, which provides a scalable and efficient environment for training machine learning models. The "gcloud ai-platform

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Expertise in Machine Learning, Tensor Processing Units - history and hardware
Tagged under: AI Platform, Artificial Intelligence, Google Cloud, Machine Learning, Tensor Processing Units, Training Job

How to load big data to AI model?

Wednesday, 13 September 2023 by Monica Tran

Loading big data to an AI model is a important step in the process of training machine learning models. It involves handling large volumes of data efficiently and effectively to ensure accurate and meaningful results. We will explore the various steps and techniques involved in loading big data to an AI model, specifically using Google

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Further steps in Machine Learning, Big data for training models in the cloud
Tagged under: AI Platform, Artificial Intelligence, BigQuery, Cloud Bigtable, Cloud Dataflow, Cloud Dataproc, Cloud Monitoring, Google Cloud Storage, Hyperparameter Tuning, TensorFlow Data API, TensorFlow On Google Cloud

What resources does Google provide for machine learning projects?

Thursday, 03 August 2023 by EITCA Academy

Google provides a wide range of resources for machine learning projects through its Google Cloud Platform (GCP) ecosystem. These resources are designed to support developers and data scientists in building, training, and deploying machine learning models efficiently and effectively. In this answer, we will explore the various resources that Google offers for machine learning projects.

  • Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, GCP labs, Machine learning with Cloud ML Engine, Examination review
Tagged under: AI Platform, BigQuery ML, Cloud AutoML, Cloud Computing, Cloud Machine Learning, GCP, Google Cloud Datalab, Google Cloud Marketplace, Google Cloud Platform, TensorFlow

What are some of the key features and capabilities of Translation API for integrating translation into websites and apps?

Wednesday, 02 August 2023 by EITCA Academy

The Translation API provided by Google Cloud AI Platform offers a range of key features and capabilities that enable seamless integration of translation functionality into websites and applications. This powerful tool leverages the advancements in artificial intelligence and machine learning to deliver accurate and efficient translations across multiple languages. One of the primary features of

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google Cloud AI Platform, Translation API, Examination review
Tagged under: AI Platform, API, Artificial Intelligence, Google Cloud, Machine Learning, Translation

How does Translation API handle batch translations of multiple files in multiple languages?

Wednesday, 02 August 2023 by EITCA Academy

The Translation API offered by Google Cloud AI Platform provides a convenient and efficient way to handle batch translations of multiple files in multiple languages. This API leverages the power of artificial intelligence and machine learning to deliver accurate and high-quality translations at scale. To initiate a batch translation, you can use the Translation API's

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google Cloud AI Platform, Translation API, Examination review
Tagged under: AI Platform, Artificial Intelligence, Batch Translations, Google Cloud, Neural Machine Translation, Translation

What are the advantages of using regional persistent disks for machine learning use cases?

Wednesday, 02 August 2023 by EITCA Academy

Regional persistent disks offer several advantages for machine learning (ML) use cases in the context of Google Cloud AI Platform. These advantages include high availability, improved performance, scalability, data durability, and cost-effectiveness. One of the primary advantages of using regional persistent disks is high availability. Regional persistent disks are replicated across multiple zones within a

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google Cloud AI Platform, Persistent Disk for productive data science, Examination review
Tagged under: AI Platform, Artificial Intelligence, Cost-effectiveness, Data Durability, Google Cloud, High Availability, Machine Learning, Performance, Regional Persistent Disks, Scalability

What is the role of AI Platform Optimizer in running trials?

Wednesday, 02 August 2023 by EITCA Academy

The role of AI Platform Optimizer in running trials is to automate and optimize the process of tuning hyperparameters for machine learning models. Hyperparameters are parameters that are not learned from the data but are set before the training process begins. They control the behavior of the learning algorithm and can significantly impact the performance

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google Cloud AI Platform, AI Platform Optimizer, Examination review
Tagged under: AI Platform, Artificial Intelligence, Bayesian Optimization, Google Cloud, Hyperparameter Tuning, Machine Learning

What are the three terms that need to be understood to use AI Platform Optimizer?

Wednesday, 02 August 2023 by EITCA Academy

To effectively utilize the AI Platform Optimizer in the Google Cloud AI Platform, it is essential to grasp three key terms: study, trial, and measurement. These terms form the foundation for understanding and leveraging the capabilities of the AI Platform Optimizer. Firstly, a study refers to an orchestrated set of trials aimed at optimizing a

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google Cloud AI Platform, AI Platform Optimizer, Examination review
Tagged under: AI Platform, Artificial Intelligence, Google Cloud, Hyperparameters, Machine Learning, Optimization
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