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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: Time-Series Analysis

What are some common AI/ML algorithms to be used on the processed data?

Tuesday, 01 July 2025 by Teemu Koivula

In the context of Artificial Intelligence (AI) and Google Cloud Machine Learning, the processed data—meaning data that has undergone cleaning, normalization, feature extraction, and transformation—is ready for machine learning algorithms to learn patterns, make predictions, or classify information. The selection of a suitable algorithm is driven by the underlying problem, the structure and type of

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Introduction, What is machine learning
Tagged under: Artificial Intelligence, Computer Vision, Data Processing, Deep Learning, Google Cloud, Machine Learning Algorithms, Natural Language Processing, Neural Networks, Supervised Learning, Time-Series Analysis, Unsupervised Learning

Why is it important to include the dates on the axes when creating a graph to visualize forecasted data in regression forecasting and predicting?

Monday, 07 August 2023 by EITCA Academy

When creating a graph to visualize forecasted data in regression forecasting and predicting, it is important to include the dates on the axes. This practice holds significant importance as it provides a temporal context to the data being presented, facilitating a comprehensive understanding of the trends, patterns, and relationships between variables over time. By incorporating

  • Published in Artificial Intelligence, EITC/AI/MLP Machine Learning with Python, Regression, Regression forecasting and predicting, Examination review
Tagged under: Artificial Intelligence, Data Visualization, Forecasting, Regression Analysis, Temporal Context, Time-Series Analysis

What were the three models used in the Air Cognizer application, and what were their respective purposes?

Sunday, 06 August 2023 by EITCA Academy

The Air Cognizer application utilizes three distinct models, each serving a specific purpose in predicting air quality using machine learning techniques. These models are the Convolutional Neural Network (CNN), the Long Short-Term Memory (LSTM) network, and the Random Forest (RF) algorithm. The CNN model is primarily responsible for image processing and feature extraction. It is

  • Published in Artificial Intelligence, EITC/AI/TFF TensorFlow Fundamentals, TensorFlow Applications, Air Cognizer predicting air quality with ML, Examination review
Tagged under: Artificial Intelligence, Convolutional Neural Network, Image Processing, Long Short-term Memory, Random Forest, Time-Series Analysis
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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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