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EITCA Academy

EITCA Academy

The European Information Technologies Certification Institute - EITCI ASBL

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EITCI Institute ASBL

Brussels, European Union

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: Training Dataset

Does the pack neighbors API in Neural Structured Learning of TensorFlow produce an augmented training dataset based on natural graph data?

Saturday, 13 April 2024 by ankarb

The pack neighbors API in Neural Structured Learning (NSL) of TensorFlow indeed plays a important role in generating an augmented training dataset based on natural graph data. NSL is a machine learning framework that integrates graph-structured data into the training process, enhancing the model's performance by leveraging both feature data and graph data. By utilizing

  • Published in Artificial Intelligence, EITC/AI/TFF TensorFlow Fundamentals, Neural Structured Learning with TensorFlow, Training with natural graphs
Tagged under: Artificial Intelligence, Graph Data, Machine Learning, Neural Structured Learning, TensorFlow, Training Dataset

Why is it important to balance the training dataset in deep learning?

Sunday, 13 August 2023 by EITCA Academy

Balancing the training dataset is of utmost importance in deep learning for several reasons. It ensures that the model is trained on a representative and diverse set of examples, which leads to better generalization and improved performance on unseen data. In this field, the quality and quantity of training data play a important role in

  • Published in Artificial Intelligence, EITC/AI/DLPTFK Deep Learning with Python, TensorFlow and Keras, Data, Loading in your own data, Examination review
Tagged under: Artificial Intelligence, Bias, Data Balancing, Deep Learning, Generalization, Training Dataset
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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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