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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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Answers for questions formulated by: Mirek Hermut

To what extent is the GCP useful for web pages or applications development, deployment and hosting?

Monday, 21 October 2024 by Mirek Hermut

The Google Cloud Platform (GCP) provides a comprehensive suite of cloud computing services that are particularly beneficial for the development, deployment, and hosting of web pages and applications. As an integrated and versatile platform, GCP offers a range of tools and services that cater to the diverse needs of developers and businesses, from startups to

  • Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, Introductions, The essentials of GCP
Tagged under: Application Deployment, Cloud Computing, Cloud Hosting, Kubernetes, Serverless Computing, Web Development

How to use Fashion-MNIST dataset in Google Cloud Machine Learning / AI Platform?

Monday, 21 October 2024 by Mirek Hermut

Fashion-MNIST is a dataset of Zalando's article images, consisting of a training set of 60,000 examples and a test set of 10,000 examples. Each example is a 28×28 grayscale image, associated with a label from 10 classes. The dataset serves as a direct drop-in replacement for the original MNIST dataset for benchmarking machine learning algorithms,

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Further steps in Machine Learning, Machine learning use case in fashion
Tagged under: Artificial Intelligence, Convolutional Neural Networks, Data Preprocessing, Fashion MNIST, Google Cloud AI Platform, Model Deployment

Are there any automated tools for preprocessing own datasets before these can be effectively used in a model training?

Friday, 11 October 2024 by Mirek Hermut

In the domain of deep learning and artificial intelligence, particularly when working with Python, TensorFlow, and Keras, preprocessing your datasets is a important step before feeding them into a model for training. The quality and structure of your input data significantly influence the performance and accuracy of the model. This preprocessing can be a complex

  • Published in Artificial Intelligence, EITC/AI/DLPTFK Deep Learning with Python, TensorFlow and Keras, Data, Loading in your own data
Tagged under: Artificial Intelligence, AutoML, Data Preprocessing, Keras, Machine Learning, TensorFlow

Can a post be changed into a page in WordPress?

Friday, 04 October 2024 by Mirek Hermut

WordPress, a widely used content management system, distinguishes between two primary content types: posts and pages. Understanding the fundamental differences between these two types is important for effectively managing and organizing content on a WordPress website. Posts are generally used for time-sensitive content, such as blog entries, news articles, or updates, and are displayed in

  • Published in Web Development, EITC/WD/WPF WordPress Fundamentals, Content management, WordPress pages vs. posts
Tagged under: Pages, Plugins, Posts, SEO, Web Development, WordPress

What are the consequences of the quantum supremacy achievement?

Friday, 28 June 2024 by Mirek Hermut

The achievement of quantum supremacy represents a pivotal milestone in the field of quantum computing, heralding a new era of computational capabilities that surpass those of classical computers for specific tasks. This breakthrough has profound implications across various domains, including artificial intelligence (AI), cryptography, materials science, and more. To fully appreciate the consequences of quantum

  • Published in Artificial Intelligence, EITC/AI/TFQML TensorFlow Quantum Machine Learning, Quantum supremacy, Quantum supremacy explained
Tagged under: Artificial Intelligence, Cryptography, Materials Science, Quantum Algorithms, Quantum Computing, Quantum Machine Learning

What would be some quantum machine learning equations related to TFQ?

Monday, 10 June 2024 by Mirek Hermut

To consider the quantum machine learning equations pertinent to TensorFlow Quantum (TFQ), it is essential to understand the foundational principles of quantum computing and how they integrate with machine learning paradigms. TensorFlow Quantum is an extension of TensorFlow, designed to bring quantum computing capabilities to machine learning workflows. This integration facilitates the development of hybrid

  • Published in Artificial Intelligence, EITC/AI/TFQML TensorFlow Quantum Machine Learning, Practical TensorFlow Quantum – binary classifier, Using Tensorflow Quantum for simple quantum binary classification
Tagged under: Artificial Intelligence, Binary Classification, Machine Learning, Parameterized Quantum Circuits, Quantum Computing, TensorFlow Quantum

Why a developer would choose to use local scope variables in JavaScript?

Tuesday, 21 May 2024 by Mirek Hermut

When developing applications in JavaScript, developers often need to make decisions about variable scope, which significantly impacts the maintainability, readability, and performance of the code. One critical decision revolves around whether to use local scope variables or global scope variables. A developer might choose to use local scope variables for several compelling reasons, including encapsulation,

  • Published in Web Development, EITC/WD/JSF JavaScript Fundamentals, Functions in JavaScript, Introduction to global and local scope
Tagged under: Debugging, Functions, JavaScript, Memory Management, Scope, Variables, Web Development

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

Does it make sense to implement load balancing when using only a single backend web server?

Friday, 17 May 2024 by Mirek Hermut

Implementing load balancing when utilizing only a single backend web server on Google Cloud Platform (GCP) is a subject that warrants a nuanced discussion. At first glance, the concept of load balancing might seem redundant in a scenario where there is only one server to handle incoming traffic. However, there are several considerations and benefits,

  • Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, GCP networking, Load Balancing
Tagged under: Cloud Computing, Future-proofing, Performance Optimization, Reliability, Scalability, Security

Can Google Vision API be applied to detecting and labelling objects with pillow Python library in videos rather than in images?

Sunday, 12 May 2024 by Mirek Hermut

The query regarding the applicability of Google Vision API in conjunction with the Pillow Python library for object detection and labeling in videos, rather than images, opens up a discussion that is rich with technical details and practical considerations. This exploration will consider the capabilities of Google Vision API, the functionality of the Pillow library,

  • Published in Artificial Intelligence, EITC/AI/GVAPI Google Vision API, Understanding shapes and objects, Drawing object borders using pillow python library
Tagged under: Artificial Intelligence, Google Cloud, Machine Learning, Object Detection, Python Programming, Video Processing
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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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