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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: Python

What is Quandl and how to currently install it and use it to demonstrate regression?

Friday, 27 June 2025 by EITCA Academy

Quandl is a widely recognized platform that provides access to a broad array of financial, economic, and alternative datasets. It caters to professionals and researchers in data science, finance, economics, and related fields by offering a unified interface to both free and premium databases. Quandl's data is leveraged for tasks such as quantitative research, backtesting

  • Published in Artificial Intelligence, EITC/AI/MLP Machine Learning with Python, Regression, Introduction to regression
Tagged under: API, Artificial Intelligence, Data Science, Financial Data, Linear Regression, Python, Quandl, Regression

How to configure specific Python environment with Jupyter notebook?

Monday, 02 June 2025 by Deepak Balmiki

Configuring a specific Python environment for use with Jupyter Notebook is a fundamental practice in data science, machine learning, and artificial intelligence workflows, particularly when leveraging Google Cloud Machine Learning (AI Platform) resources. This process ensures reproducibility, dependency management, and isolation of project environments. The following comprehensive guide addresses the configuration steps, rationale, and best

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Further steps in Machine Learning, Working with Jupyter
Tagged under: Artificial Intelligence, Environment Management, Google Cloud, Jupyter, Machine Learning, Python

How essential is Python or other programming language knowledge to implement ML in practice?

Friday, 25 April 2025 by Jakub Šváb

To address the question of how necessary Python or any other programming language knowledge is for implementing machine learning (ML) in practice, it is vital to understand the role programming plays in the broader context of machine learning and artificial intelligence (AI). Machine learning, a subset of AI, involves the development of algorithms that allow

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Introduction, What is machine learning
Tagged under: Artificial Intelligence, Cloud Computing, Data Science, Machine Learning, Programming Languages, Python

What are the languages used for machine learning programming beyond Python?

Saturday, 25 January 2025 by Ayman Bouaziz

The inquiry regarding whether Python is the sole language for programming in machine learning is a common one, particularly among individuals who are new to the field of artificial intelligence and machine learning. While Python is indeed a predominant language in the field of machine learning, it is not the only language used for this

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Introduction, What is machine learning
Tagged under: Artificial Intelligence, Machine Learning, Programming Languages, Python, PyTorch, TensorFlow

Which version of Python would be best for installing TensorFlow to avoid issues with no TF distributions available?

Thursday, 16 January 2025 by EITCA Academy

When considering the optimal version of Python for installing TensorFlow, particularly for utilizing plain and simple estimators, it is essential to align the Python version with TensorFlow's compatibility requirements to ensure smooth operation and to avoid any potential issues related to unavailable TensorFlow distributions. The choice of Python version is important since TensorFlow, like many

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, First steps in Machine Learning, Plain and simple estimators
Tagged under: Artificial Intelligence, Compatibility, Estimators, Machine Learning, Python, TensorFlow

How long does it usually take to learn the basics of machine learning?

Friday, 10 January 2025 by Karol Siegmuller

Learning the basics of machine learning is a multifaceted endeavor that varies significantly depending on several factors, including the learner's prior experience with programming, mathematics, and statistics, as well as the intensity and depth of the study program. Typically, individuals can expect to spend anywhere from a few weeks to several months acquiring a foundational

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Introduction, What is machine learning
Tagged under: Artificial Intelligence, Data Science, Google Cloud, Linear Algebra, Machine Learning, Python, Reinforcement Learning, Statistics, Supervised Learning, TensorFlow, Unsupervised Learning

Can Google Vision API be used with Python?

Wednesday, 11 December 2024 by Cralle

The Google Cloud Vision API is a powerful tool offered by Google Cloud that allows developers to integrate image analysis capabilities into their applications. This API provides a wide range of features, including image labeling, object detection, optical character recognition (OCR), and more. It enables applications to understand the content of images by leveraging Google's

  • Published in Artificial Intelligence, EITC/AI/GVAPI Google Vision API, Introduction, Introduction to the Google Cloud Vision API
Tagged under: API Integration, Artificial Intelligence, Google Cloud, Image Analysis, Machine Learning, Python

How is the b parameter in linear regression (the y-intercept of the best fit line) calculated?

Wednesday, 07 August 2024 by Collins Agho

In the context of linear regression, the parameter (commonly referred to as the y-intercept of the best-fit line) is a important component of the linear equation , where represents the slope of the line. Your question pertains to the relationship between the y-intercept , the means of the dependent variable and the independent variable ,

  • Published in Artificial Intelligence, EITC/AI/MLP Machine Learning with Python, Regression, Understanding regression
Tagged under: Artificial Intelligence, Data Analysis, Linear Regression, Machine Learning, Python, Statistics

What are the benefits of using Python for training deep learning models compared to training directly in TensorFlow.js?

Saturday, 15 June 2024 by EITCA Academy

Python has emerged as a predominant language for training deep learning models, particularly when contrasted with training directly in TensorFlow.js. The advantages of using Python over TensorFlow.js for this purpose are multifaceted, spanning from the rich ecosystem of libraries and tools available in Python to the performance and scalability considerations essential for deep learning tasks.

  • Published in Artificial Intelligence, EITC/AI/DLTF Deep Learning with TensorFlow, Deep learning in the browser with TensorFlow.js, Training model in Python and loading into TensorFlow.js, Examination review
Tagged under: Artificial Intelligence, Community Support, Data Science, Deep Learning, Development Tools, GPU, Machine Learning, Model Training, Python, TensorFlow, TensorFlow.js

What role do support vectors play in defining the decision boundary of an SVM, and how are they identified during the training process?

Saturday, 15 June 2024 by EITCA Academy

Support Vector Machines (SVMs) are a class of supervised learning models used for classification and regression analysis. The fundamental concept behind SVMs is to find the optimal hyperplane that best separates the data points of different classes. The support vectors are important elements in defining this decision boundary. This response will elucidate the role of

  • Published in Artificial Intelligence, EITC/AI/MLP Machine Learning with Python, Support vector machine, Completing SVM from scratch, Examination review
Tagged under: Artificial Intelligence, Decision Boundary, Machine Learning, Python, Support Vectors, SVM
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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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