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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: Deep Learning

Can I use Kaggle to run an agent to train the models?

Saturday, 06 June 2026 by Laercio Teixeira

Kaggle is a widely recognized platform for data science, machine learning, and artificial intelligence practitioners, providing a collaborative environment to share code, data, and results. One of Kaggle’s main features is “Kaggle Kernels,” which are cloud-based computational notebooks that allow users to write, run, and share code in a web-based environment. Kernels support both Python

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Further steps in Machine Learning, Introduction to Kaggle Kernels
Tagged under: Agents, Artificial Intelligence, Cloud Computing, Deep Learning, Hyperparameter Optimization, Kaggle, Kernels, Machine Learning, Model Training, Python, Reproducibility

Can the algorithm predict psychological comportment using NLP?

Wednesday, 03 June 2026 by Laercio Teixeira

The question of whether algorithms can predict psychological comportment using Natural Language Processing (NLP) sits at the intersection of computational linguistics, psychology, and machine learning. Psychological comportment, which encompasses an individual's behavioral tendencies, emotional states, attitudes, and personality traits, is often reflected in the way language is used. Thus, NLP offers a set of tools

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Further steps in Machine Learning, Natural language generation
Tagged under: Artificial Intelligence, Data Ethics, Deep Learning, Machine Learning, NLP, Psychological Prediction

What model, linear or deep learning, is more recommended for ERP systems?

Tuesday, 02 June 2026 by Laercio Teixeira

The selection between linear models and deep learning models for Enterprise Resource Planning (ERP) systems warrants a careful examination of both the nature of ERP data and the use cases within an organizational context. ERP systems integrate diverse business processes—such as finance, human resources, supply chain, and customer relationship management—into a unified information system. This

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, First steps in Machine Learning, Deep neural networks and estimators
Tagged under: Artificial Intelligence, Deep Learning, ERP, Google Cloud, Linear Models, Model Selection

What are prominent and prospective specializations in AI?

Wednesday, 20 May 2026 by EITCA Academy

The field of Artificial Intelligence (AI) has evolved into a vast and intricate discipline, with an array of specialized branches that address distinct aspects of computational intelligence. Specializations within AI are both a response to the increasing complexity of real-world problems and a reflection of the rapid advancements in computational infrastructure, algorithms, and data availability.

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Introduction, What is machine learning
Tagged under: Artificial Intelligence, AutoML, Computer Vision, Deep Learning, Ethics, Explainable AI, Federated Learning, Graph ML, NLP, Reinforcement Learning, Robotics

What could be a `tf.print` value of tensors during the execution of a computational graph?

Tuesday, 12 May 2026 by Humberto Gonçalves

The `tf.print` operation in TensorFlow is a highly practical debugging utility, particularly relevant when working with computational graphs, whether in eager or graph execution mode. Understanding the output or the values presented by `tf.print` during the execution of a computational graph is grounded in how TensorFlow manages computation and data flow within its architecture. Context

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google tools for Machine Learning, Printing statements in TensorFlow
Tagged under: Artificial Intelligence, Computational Graph, Data Pipeline, Debugging, Deep Learning, TensorFlow

Does GenAI use DeepAI?

Monday, 20 April 2026 by sofia_macieira@yahoo.com

The question at hand, "Does GenAI use DeepAI?", highlights a common misunderstanding stemming from the rapidly evolving landscape of artificial intelligence (AI) terminology. To address this question comprehensively, it is necessary to clarify the definitions and relationships among several key concepts: AI, Machine Learning (ML), Deep Learning (DL), and Generative AI (GenAI). Additionally, the term

  • Published in Artificial Intelligence, EITC/AI/AIF Artificial Intelligence Fundamentals, AI in plain language: what it is and how projects work, The AI map (AI vs ML vs Deep Learning vs GenAI)
Tagged under: Artificial Intelligence, Deep Learning, GenAI, Generative Models, Neural Networks, Transformers

What is the difference between CNN and DNN?

Sunday, 29 March 2026 by Samuel Amankwaa

The distinction between Convolutional Neural Networks (CNNs) and Deep Neural Networks (DNNs) is foundational in understanding modern machine learning, particularly when working with structured and unstructured data on platforms such as Google Cloud Machine Learning. To fully appreciate their respective architectures, functionalities, and applications, it is necessary to explore both their structural design and typical

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, First steps in Machine Learning, Deep neural networks and estimators
Tagged under: Artificial Intelligence, Cloud Computing, CNN, Deep Learning, DNN, Machine Learning Theory, Neural Networks, TensorFlow

What is a convolutional layer?

Tuesday, 24 March 2026 by Humberto Gonçalves

A convolutional layer is a fundamental building block within convolutional neural networks (CNNs), a class of deep learning models extensively used in image, video, and pattern recognition tasks. The purpose of a convolutional layer is to automatically and adaptively learn spatial hierarchies of features from input data, such as images, by performing convolution operations that

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, First steps in Machine Learning, TensorBoard for model visualization
Tagged under: Artificial Intelligence, Computer Vision, Convolutional Neural Networks, Deep Learning, Model Visualization, TensorFlow

How is Gen AI linked to ML?

Saturday, 21 March 2026 by Florina Onetiu

Generative Artificial Intelligence (Gen AI) and machine learning (ML) are two tightly interconnected domains within the broader field of artificial intelligence (AI), and understanding their relationship is vital to grasping the current advancements in intelligent systems. The linkage between Gen AI and ML arises fundamentally from the methodologies, theoretical frameworks, and practical implementations that underpin

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Introduction, What is machine learning
Tagged under: Artificial Intelligence, Cloud Computing, Deep Learning, GANs, Generative AI, Machine Learning

What is PINN-based simulation?

Sunday, 15 March 2026 by razvansavin88

PINN-based simulation refers to the use of Physics-Informed Neural Networks (PINNs) to solve and simulate problems governed by partial differential equations (PDEs) or other physical laws. This approach combines the power of deep learning with the rigor of physical modeling, offering a new paradigm for computational simulations in a variety of scientific and engineering domains.

  • 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, Deep Learning, Machine Learning, Partial Differential Equations, Physics-Informed Neural Networks, PINN, Scientific Computing, Simulation
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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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