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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: Ethical Considerations

What is the task of interpreting doodles drawn by players in the context of AI?

Sunday, 16 February 2025 by Krystian Ustyjańczuk

Interpreting doodles drawn by players is a fascinating task within the field of artificial intelligence, particularly when utilizing the Google Quick, Draw! dataset. This task involves the application of machine learning techniques to recognize and classify hand-drawn sketches into predefined categories. The Quick, Draw! dataset, a publicly available collection of over 50 million drawings across

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google tools for Machine Learning, Google Quick Draw - doodle dataset
Tagged under: Artificial Intelligence, Data Preprocessing, Ethical Considerations, Feature Extraction, Machine Learning, Model Training

How can real-world data differ from the datasets used in tutorials?

Tuesday, 08 August 2023 by EITCA Academy

Real-world data can significantly differ from the datasets used in tutorials, particularly in the field of artificial intelligence, specifically deep learning with TensorFlow and 3D convolutional neural networks (CNNs) for lung cancer detection in the Kaggle competition. While tutorials often provide simplified and curated datasets for didactic purposes, real-world data is typically more complex and

  • Published in Artificial Intelligence, EITC/AI/DLTF Deep Learning with TensorFlow, 3D convolutional neural network with Kaggle lung cancer detection competiton, Introduction, Examination review
Tagged under: Artificial Intelligence, Class Imbalance, Data Preprocessing, Ethical Considerations, Feature Engineering, Scale And Diversity

What are the ML-specific considerations when developing an ML application?

Sunday, 06 August 2023 by EITCA Academy

When developing a machine learning (ML) application, there are several ML-specific considerations that need to be taken into account. These considerations are important in order to ensure the effectiveness, efficiency, and reliability of the ML model. In this answer, we will discuss some of the key ML-specific considerations that developers should keep in mind when

  • Published in Artificial Intelligence, EITC/AI/TFF TensorFlow Fundamentals, TensorFlow Extended (TFX), What exactly is TFX, Examination review
Tagged under: Artificial Intelligence, Data Preprocessing, Ethical Considerations, Feature Selection, Hyperparameter Tuning, Legal Considerations, Machine Learning, Model Deployment, Model Selection, Monitoring, Overfitting, Regularization
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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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