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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: Image Preprocessing

How can the Google Vision API accurately recognize and extract text from handwritten notes?

Wednesday, 27 December 2023 by EITCA Academy

The Google Vision API is a powerful tool that utilizes artificial intelligence to accurately recognize and extract text from handwritten notes. This process involves several steps, including image preprocessing, feature extraction, and text recognition. By combining advanced machine learning algorithms with a vast amount of training data, the Google Vision API is able to achieve

  • Published in Artificial Intelligence, EITC/AI/GVAPI Google Vision API, Understanding text in visual data, Detecting and extracting text from handwriting, Examination review
Tagged under: Artificial Intelligence, Feature Extraction, Handwritten Notes, Image Preprocessing, Machine Learning, OCR

What is the recommended approach for preprocessing larger datasets?

Tuesday, 08 August 2023 by EITCA Academy

Preprocessing larger datasets is a important step in the development of deep learning models, especially in the context of 3D convolutional neural networks (CNNs) for tasks such as lung cancer detection in the Kaggle competition. The quality and efficiency of preprocessing can significantly impact the performance of the model and the overall success of the

  • Published in Artificial Intelligence, EITC/AI/DLTF Deep Learning with TensorFlow, 3D convolutional neural network with Kaggle lung cancer detection competiton, Preprocessing data, Examination review
Tagged under: Artificial Intelligence, Data Augmentation, Data Cleaning, Data Rescaling, Dimensionality Reduction, Feature Extraction, Image Preprocessing, Preprocessing, Train-Validation-Test Split

How is the input layer size defined in the CNN for identifying dogs vs cats?

Tuesday, 08 August 2023 by EITCA Academy

The input layer size in a Convolutional Neural Network (CNN) for identifying dogs vs cats is determined by the size of the images used as input to the network. In order to understand how the input layer size is defined, it is important to have a basic understanding of the structure and functioning of a

  • Published in Artificial Intelligence, EITC/AI/DLTF Deep Learning with TensorFlow, Using convolutional neural network to identify dogs vs cats, Building the network, Examination review
Tagged under: Artificial Intelligence, Convolutional Neural Network, Deep Learning, Image Classification, Image Preprocessing, Input Layer Size
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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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