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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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Questions and answers designated by tag: GCP

Can more be done with the command line than the Cloud Console?

Thursday, 05 February 2026 by Mark Helm

When evaluating the capabilities of the command line interface (CLI) compared to the Cloud Console within Google Cloud Platform (GCP), it is important to base the analysis on the nature, scope, and operational flexibility that each interface offers to users. Both the Cloud Console and the command line (primarily through the `gcloud` CLI and related

  • Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, Introductions, The essentials of GCP
Tagged under: Automation, Beta Features, CLI, Cloud Computing, Cloud Logging, DevOps, GCP, IAM, Infrastructure As Code, Scripting

Is it necessary for me to use SQL in Google to complete the course?

Saturday, 17 January 2026 by Nikita

The necessity of using SQL within the context of Google Cloud Platform (GCP), particularly when working with Cloud SQL, depends on the learning objectives and practical exercises outlined in the course curriculum. Cloud SQL is a fully managed relational database service provided by GCP that supports MySQL, PostgreSQL, and SQL Server databases. The core functionality

  • Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, Getting started with GCP, Cloud SQL
Tagged under: Cloud Computing, Cloud SQL, Database Management, GCP, Relational Databases, SQL

What is PyTorch?

Sunday, 28 December 2025 by Codrut Ion

PyTorch is an open-source deep learning framework developed primarily by Facebook’s AI Research lab (FAIR). It provides a flexible and dynamic computational graph architecture, making it highly suitable for research and production in the field of machine learning, particularly for artificial intelligence (AI) applications. PyTorch has gained widespread adoption among academic researchers and industry practitioners

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Expertise in Machine Learning, PyTorch on GCP
Tagged under: Artificial Intelligence, Cloud Computing, Deep Learning, Distributed Training, GCP, Machine Learning, Neural Networks, PyTorch

Will I have access to Google Cloud Machine Learning during the course?

Saturday, 13 December 2025 by Evagoras Xydas

Access to Google Cloud Machine Learning (ML) resources during a course is contingent on several factors, including the structure of the course, institutional agreements with Google, and the nature of the practical exercises incorporated within the curriculum. In most academic or professional training environments focused on machine learning, hands-on experience using real-world platforms like Google

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, First steps in Machine Learning, The 7 steps of machine learning
Tagged under: Artificial Intelligence, Cloud Computing, Data Science, Education, GCP, Google Cloud, Machine Learning, MLOps

How to create model and version on GCP after uploading model.joblib on bucket?

Thursday, 23 October 2025 by MIRNA HANŽEK

To create a model and version on Google Cloud Platform (GCP) after uploading a Scikit-learn model artifact (e.g., `model.joblib`) to a Cloud Storage bucket, you need to use Google Cloud’s Vertex AI (previously AI Platform) for model management and deployment. The process involves several structured steps: preparing your model and artifacts, setting up the environment,

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Advancing in Machine Learning, Scikit-learn models at scale
Tagged under: Artificial Intelligence, Cloud Storage, GCP, Model Deployment, Scikit-learn, Vertex AI

How to practically train and deploy simple AI model in Google Cloud AI Platform via the GUI interface of GCP console in a step-by-step tutorial?

Sunday, 11 May 2025 by EITCA Academy

Google Cloud AI Platform offers a comprehensive environment to build, train, and deploy machine learning models at scale, utilizing the robust infrastructure of Google Cloud. Utilizing the GUI of the Google Cloud Console, users can orchestrate workflows for model development without needing to interact directly with command-line tools. The step-by-step tutorial below demonstrates how to

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Further steps in Machine Learning, Distributed training in the cloud
Tagged under: Artificial Intelligence, Cloud Storage, GCP, MLOps, Model Deployment, Vertex AI

How to configure the load balancing in GCP for a use case of multiple backend web servers with WordPress, assuring that the database is consistent accross the many back-ends (web servwers) WordPress instances?

Friday, 17 May 2024 by Mirek Hermut

To configure load balancing in Google Cloud Platform (GCP) for a use case involving multiple backend web servers running WordPress, with the requirement that the database remains consistent across these instances, it is necessary to follow a structured approach involving several key components and services provided by GCP. This process ensures high availability, scalability, and

  • Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, GCP networking, Load Balancing
Tagged under: Autoscaling, Cloud Computing, Cloud SQL, GCP, Load Balancing, WordPress

Is there an Android mobile application that can be used for management of Google Cloud Platform?

Tuesday, 07 May 2024 by ankarb

Yes, there are several Android mobile applications that can be used for managing Google Cloud Platform (GCP). These applications provide developers and system administrators with the flexibility to monitor, manage, and troubleshoot their cloud resources on the go. One such application is the official Google Cloud Console app, available on the Google Play Store. The

  • Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, Introductions, GCP developer and management tools
Tagged under: Android, Cloud Computing, GCP, Google Cloud Platform, Mobile Applications

What is the difference between Bigquery and Cloud SQL

Monday, 18 December 2023 by virginie Kalenzi

BigQuery and Cloud SQL are two distinct services offered by Google Cloud Platform (GCP) for data storage and management. While both services are designed to handle data, they have different purposes, functionalities, and use cases. Understanding the differences between BigQuery and Cloud SQL is important for choosing the appropriate service based on specific requirements. BigQuery

  • Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, GCP overview, GCP Data and Storage overview
Tagged under: BigQuery, Cloud Computing, Cloud SQL, Data Storage, GCP, Google Cloud Platform

What is the difference between cloud SQL and cloud spanner

Monday, 18 December 2023 by virginie Kalenzi

Cloud SQL and Cloud Spanner are two popular database services offered by Google Cloud Platform (GCP) that cater to different use cases and have distinct characteristics. Cloud SQL is a fully managed relational database service that allows users to run MySQL, PostgreSQL, and SQL Server databases in the cloud. It offers a familiar SQL interface

  • Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, GCP overview, GCP Data and Storage overview
Tagged under: Availability, Cloud Computing, Cloud Spanner, Cloud SQL, Consistency, Distributed Database, GCP, Google Cloud Platform, Relational Database, Scalability
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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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