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EITCA Academy

EITCA Academy

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EITCI Institute ASBL

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Questions and answers designated by tag: Image Classification

What are the different types of labeling tasks supported by the data labeling service for image, video, and text data?

Wednesday, 02 August 2023 by EITCA Academy

The Google Cloud AI Platform provides a powerful Data Labeling Service that supports various types of labeling tasks for image, video, and text data. This service is designed to assist in the creation of high-quality labeled datasets, which are essential for training and evaluating machine learning models. In this answer, we will explore the different

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google Cloud AI Platform, Cloud AI Data labeling service, Examination review
Tagged under: Artificial Intelligence, Image Classification, Image Segmentation, Named Entity Recognition, Object Detection, Sentiment Analysis, Text Classification, Video Classification

How can activation atlases be used to visualize the space of activations in a neural network?

Wednesday, 02 August 2023 by EITCA Academy

Activation atlases are a powerful tool for visualizing the space of activations in a neural network. In order to understand how activation atlases work, it is important to first have a clear understanding of what activations are in the context of a neural network. In a neural network, activations refer to the outputs of each

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Expertise in Machine Learning, Understanding image models and predictions using an Activation Atlas, Examination review
Tagged under: Activation Functions, Artificial Intelligence, Dimensionality Reduction, Image Classification, Model Interpretability, Neural Networks

What are the basic building blocks of a convolutional neural network?

Wednesday, 02 August 2023 by EITCA Academy

A convolutional neural network (CNN) is a type of artificial neural network that is widely used in the field of computer vision. It is specifically designed to process and analyze visual data, such as images and videos. CNNs have been highly successful in various tasks, including image classification, object detection, and image segmentation. The basic

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Expertise in Machine Learning, Visualizing convolutional neural networks with Lucid, Examination review
Tagged under: Artificial Intelligence, Artificial Neural Networks, CNN, Computer Vision, Convolutional Neural Networks, Image Classification

What are some examples of interactive applications you can create with TensorFlow.js?

Wednesday, 02 August 2023 by EITCA Academy

TensorFlow.js is a powerful JavaScript library that allows developers to build and deploy machine learning models directly in the browser or on Node.js servers. With its extensive set of APIs, TensorFlow.js enables the creation of a wide range of interactive applications that leverage the capabilities of artificial intelligence (AI). In this field, there are several

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Advancing in Machine Learning, Introduction to TensorFlow.js, Examination review
Tagged under: Artificial Intelligence, Generative Models, Gesture Recognition, Image Classification, Interactive Applications, Machine Learning, Reinforcement Learning, Sentiment Analysis, Style Transfer, TensorFlow.js

Can you extend the "Quick, Draw!" dataset by creating your own custom image class?

Wednesday, 02 August 2023 by EITCA Academy

Yes, you can extend the "Quick, Draw!" dataset by creating your own custom image class. The "Quick, Draw!" dataset is a collection of millions of drawings made by users around the world. It was created by Google as a way to gather data for training machine learning models. The dataset consists of 345 different classes,

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google tools for Machine Learning, Google Quick Draw - doodle dataset, Examination review
Tagged under: Artificial Intelligence, Dataset Extension, Google Cloud, Google Tools, Image Classification, Machine Learning

What is the difference between the Fashion-MNIST dataset and the classic MNIST dataset?

Wednesday, 02 August 2023 by EITCA Academy

The Fashion-MNIST dataset and the classic MNIST dataset are two popular datasets used in the field of machine learning for image classification tasks. While both datasets consist of grayscale images and are commonly used for benchmarking and evaluating machine learning algorithms, there are several key differences between them. Firstly, the classic MNIST dataset contains images

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Further steps in Machine Learning, Machine learning use case in fashion, Examination review
Tagged under: Artificial Intelligence, Classic MNIST Dataset, Fashion, Fashion-MNIST Dataset, Image Classification, Machine Learning
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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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