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EITCA Academy

EITCA Academy

The European Information Technologies Certification Institute - EITCI ASBL

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EITCI Institute ASBL

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Governing European IT Certification (EITC) framework in support of the IT professionalism and Digital Society

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Questions and answers designated by tag: Flexibility

How does the integration between GCP and Firebase enable developers to build robust and scalable applications?

Thursday, 03 August 2023 by EITCA Academy

The integration between Google Cloud Platform (GCP) and Firebase provides developers with a powerful set of tools and services to build robust and scalable applications. This integration allows developers to leverage the strengths of both platforms, combining the scalability and flexibility of GCP with the real-time data synchronization and ease of use of Firebase. One

  • Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, GCP overview, GCP and Firebase with functions and Firestore, Examination review
Tagged under: Cloud Computing, Cloud Functions, Data Analytics, Data Synchronization, Firebase, Firestore, Flexibility, GCP, Google Cloud Platform, Identity And Access Management, Infrastructure Management, Integration, Logging, Machine Learning, Monitoring, NoSQL, Real-time, Scalability, Serverless

Why would you use custom containers on Google Cloud AI Platform instead of running the training locally?

Wednesday, 02 August 2023 by EITCA Academy

When it comes to training models on Google Cloud AI Platform, there are two main options: running the training locally or using custom containers. While both approaches have their merits, there are several reasons why you might choose to use custom containers on Google Cloud AI Platform instead of running the training locally. 1. Scalability:

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google Cloud AI Platform, Training models with custom containers on Cloud AI Platform, Examination review
Tagged under: Artificial Intelligence, Custom Containers, Flexibility, Google Cloud AI Platform, Integration, Portability, Scalability, Training Models

What are the benefits of using custom containers on Google Cloud AI Platform for running machine learning?

Wednesday, 02 August 2023 by EITCA Academy

Custom containers provide several benefits when running machine learning models on Google Cloud AI Platform. These benefits include increased flexibility, improved reproducibility, enhanced scalability, simplified deployment, and better control over the environment. One of the key advantages of using custom containers is the increased flexibility they offer. With custom containers, users have the freedom to

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google Cloud AI Platform, Training models with custom containers on Cloud AI Platform, Examination review
Tagged under: Artificial Intelligence, Control, Custom Containers, Deployment, Flexibility, Google Cloud AI Platform, Machine Learning, Reproducibility, Scalability

What are the advantages of using VMs for machine learning?

Wednesday, 02 August 2023 by EITCA Academy

Virtual Machines (VMs) offer several advantages when it comes to machine learning tasks. In the field of Artificial Intelligence (AI), specifically in the context of Google Cloud Machine Learning and advancing in machine learning, utilizing VMs can greatly enhance the efficiency and effectiveness of the learning process. In this answer, we will explore the various

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Advancing in Machine Learning, Deep learning VM Images, Examination review
Tagged under: Advantages, Artificial Intelligence, Data Management, Flexibility, Hardware Acceleration, Isolation, Machine Learning, Reproducibility, Scalability, Security, Software Configuration, Virtual Machines

What are the limitations of using a template-based approach for natural language generation?

Wednesday, 02 August 2023 by EITCA Academy

A template-based approach is one of the commonly used methods for natural language generation (NLG). This approach involves creating predefined templates that can be filled with specific data to generate human-like text. While template-based NLG has its advantages, it also comes with several limitations that need to be considered. One limitation of using a template-based

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Further steps in Machine Learning, Natural language generation, Examination review
Tagged under: Adaptability, Artificial Intelligence, Creativity, Flexibility, Grammatical Variations, Limitations, Linguistic Structures, Maintenance, Natural Language Generation, NLG, Template-based Approach
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EITCA Academy is a part of the European IT Certification framework

The European IT Certification framework has been established in 2008 as a Europe based and vendor independent standard in widely accessible online certification of digital skills and competencies in many areas of professional digital specializations. The EITC framework is governed by the European IT Certification Institute (EITCI), a non-profit certification authority supporting information society growth and bridging the digital skills gap in the EU.

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