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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: Ensemble Learning

Is it possible to combine different ML models and build a master AI?

Monday, 03 March 2025 by Johann Cohut

Combining different machine learning (ML) models to create a more robust and effective system, often referred to as an ensemble or a "master AI," is a well-established technique in the field of artificial intelligence. This approach leverages the strengths of multiple models to improve predictive performance, increase accuracy, and enhance the overall reliability of the

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Introduction, What is machine learning
Tagged under: Artificial Intelligence, Ensemble Learning, Google Cloud, Machine Learning, Model Stacking, Neural Networks

What are the different types of machine learning?

Monday, 22 July 2024 by Norman Carr

Machine learning (ML) is a subset of artificial intelligence (AI) that involves the development of algorithms that enable computers to learn from and make predictions or decisions based on data. Understanding the different types of machine learning is important for implementing appropriate models and techniques for various applications. The primary types of machine learning are

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Introduction, What is machine learning
Tagged under: Artificial Intelligence, CNN, Deep Learning, Ensemble Learning, GAN, Reinforcement Learning, RNN, Semi-supervised Learning, Supervised Learning, Transfer Learning, Unsupervised Learning

What is ensamble learning?

Friday, 19 April 2024 by Luca de Ruijter

Ensemble learning is a machine learning technique that involves combining multiple models to improve the overall performance and predictive power of the system. The basic idea behind ensemble learning is that by aggregating the predictions of multiple models, the resulting model can often outperform any of the individual models involved. There are several different approaches

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Introduction, What is machine learning
Tagged under: Artificial Intelligence, Bagging, Boosting, Ensemble Learning, Gradient Boosting, Machine Learning, Random Forests

What is ensemble learning?

Tuesday, 12 March 2024 by Francesco Sottile

Ensemble learning is a machine learning technique that aims to improve the performance of a model by combining multiple models. It leverages the idea that combining multiple weak learners can create a strong learner that performs better than any individual model. This approach is widely used in various machine learning tasks to enhance predictive accuracy,

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Introduction, What is machine learning
Tagged under: Artificial Intelligence, Bagging, Boosting, Ensemble Learning, Machine Learning, Stacking

What is the Gradient Boosting algorithm?

Thursday, 07 September 2023 by Wojciech Cieslisnki

Training models in the field of Artificial Intelligence, specifically in the context of Google Cloud Machine Learning, involves utilizing various algorithms to optimize the learning process and improve the accuracy of predictions. One such algorithm is the Gradient Boosting algorithm. Gradient Boosting is a powerful ensemble learning method that combines multiple weak learners, such as

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Advancing in Machine Learning, AutoML Vision - part 2
Tagged under: Artificial Intelligence, Decision Trees, Ensemble Learning, Gradient Boosting, Hyperparameters, Weak Learners

What does it mean to train a model? Which type of learning: deep, ensemble, transfer is the best? Is learning indefinitely efficient?

Thursday, 24 August 2023 by Wojciech Cieslisnki

Training a "model" in the field of Artificial Intelligence (AI) refers to the process of teaching an algorithm to recognize patterns and make predictions based on input data. This process is a important step in machine learning, where the model learns from examples and generalizes its knowledge to make accurate predictions on unseen data. There

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

How can we improve the performance of our model by switching to a deep neural network (DNN) classifier?

Wednesday, 02 August 2023 by EITCA Academy

To improve the performance of a model by switching to a deep neural network (DNN) classifier in the field of machine learning use case in fashion, several key steps can be taken. Deep neural networks have shown great success in various domains, including computer vision tasks such as image classification, object detection, and segmentation. By

  • 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, Data Preprocessing, Deep Neural Network, DNN Classifier, Ensemble Learning, Hyperparameter Tuning, Model Architecture, Model Evaluation, Regularization Techniques, Transfer Learning
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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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