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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 Programming

Can Google Vision API be applied to detecting and labelling objects with pillow Python library in videos rather than in images?

Sunday, 12 May 2024 by Mirek Hermut

The query regarding the applicability of Google Vision API in conjunction with the Pillow Python library for object detection and labeling in videos, rather than images, opens up a discussion that is rich with technical details and practical considerations. This exploration will consider the capabilities of Google Vision API, the functionality of the Pillow library,

  • Published in Artificial Intelligence, EITC/AI/GVAPI Google Vision API, Understanding shapes and objects, Drawing object borders using pillow python library
Tagged under: Artificial Intelligence, Google Cloud, Machine Learning, Object Detection, Python Programming, Video Processing

How do we calculate the accuracy of our own K nearest neighbors algorithm?

Monday, 07 August 2023 by EITCA Academy

To calculate the accuracy of our own K nearest neighbors (KNN) algorithm, we need to compare the predicted labels with the actual labels of the test data. Accuracy is a commonly used evaluation metric in machine learning, which measures the proportion of correctly classified instances out of the total number of instances. The following steps

  • Published in Artificial Intelligence, EITC/AI/MLP Machine Learning with Python, Programming machine learning, Applying own K nearest neighbors algorithm, Examination review
Tagged under: Accuracy Calculation, Artificial Intelligence, Classification, KNN Algorithm, Machine Learning, Python Programming

What is the purpose of sorting the distances and selecting the top K distances in the K nearest neighbors algorithm?

Monday, 07 August 2023 by EITCA Academy

The purpose of sorting the distances and selecting the top K distances in the K nearest neighbors (KNN) algorithm is to identify the K nearest data points to a given query point. This process is essential for making predictions or classifications in machine learning tasks, particularly in the context of supervised learning. In the KNN

  • Published in Artificial Intelligence, EITC/AI/MLP Machine Learning with Python, Programming machine learning, Programming own K nearest neighbors algorithm, Examination review
Tagged under: Artificial Intelligence, Classification, KNN Algorithm, Machine Learning, Python Programming, Supervised Learning

How can we make predictions based on the model created in linear regression?

Monday, 07 August 2023 by EITCA Academy

Linear regression is a commonly used technique in machine learning for modeling the relationship between a dependent variable and one or more independent variables. Once a linear regression model has been created, it can be used to make predictions based on new input data. In this answer, we will explore the steps involved in making

  • Published in Artificial Intelligence, EITC/AI/MLP Machine Learning with Python, Programming machine learning, Programming the best fit line, Examination review
Tagged under: Artificial Intelligence, Data Preprocessing, Linear Regression, Machine Learning, Predictive Modeling, Python Programming

What are some additional features that can be implemented to enhance the TicTacToe game?

Thursday, 03 August 2023 by EITCA Academy

In the realm of computer programming, the game of TicTacToe serves as an excellent learning tool for beginners to grasp the fundamentals of Python programming. While the basic implementation of the game involves a grid and players taking turns to mark their positions, there are several additional features that can be implemented to further enhance

  • Published in Computer Programming, EITC/CP/PPF Python Programming Fundamentals, Wrap up, Wrapping up TicTacToe, Examination review
Tagged under: AI Opponent, Computer Programming, Customizable Symbols, Python Programming, Score Tracking, TicTacToe Game, Undo/redo Moves, Variable Board Size

What are some advantages of using the 'enumerate' function and reversed ranges in Python programming?

Thursday, 03 August 2023 by EITCA Academy

The 'enumerate' function and reversed ranges in Python programming offer several advantages that can greatly enhance the efficiency and readability of code. These features are particularly useful when implementing algorithms such as the diagonal winning algorithm in Python. In this answer, we will explore the advantages of using the 'enumerate' function and reversed ranges in

  • Published in Computer Programming, EITC/CP/PPF Python Programming Fundamentals, Advancing in Python, Diagonal winning algorithm, Examination review
Tagged under: Code Readability, Computer Programming, Efficient Iteration, Enumerate Function, Python Programming, Reversed Ranges

How can we use the "range" function to iterate over the columns of a game board and check for vertical winners?

Thursday, 03 August 2023 by EITCA Academy

To iterate over the columns of a game board and check for vertical winners using the "range" function in Python, we can utilize a nested loop structure and employ the indexing capabilities of lists. By understanding the concept of indexing and utilizing the "range" function, we can efficiently iterate over the columns of a game

  • Published in Computer Programming, EITC/CP/PPF Python Programming Fundamentals, Advancing in Python, Vertical winners, Examination review
Tagged under: Computer Programming, Game Board, Iteration, Python Programming, Range Function, Vertical Winners

What is the difference between using the "range" function and creating a list of the same size in terms of memory consumption?

Thursday, 03 August 2023 by EITCA Academy

The "range" function and creating a list of the same size in terms of memory consumption differ in their approach to generating a sequence of numbers in Python. The "range" function is a built-in function that returns an object of the "range" type, which represents a sequence of numbers. On the other hand, creating a

  • Published in Computer Programming, EITC/CP/PPF Python Programming Fundamentals, Advancing in Python, Vertical winners, Examination review
Tagged under: Computer Programming, List Creation, Memory Consumption, Memory Optimization, Python Programming, Range Function

How do we determine if a player has won vertically in the game of tic-tac-toe?

Thursday, 03 August 2023 by EITCA Academy

In the game of tic-tac-toe, determining if a player has won vertically involves checking if they have placed their marker in a column that contains three of their markers in a row. This can be achieved by examining the game board and analyzing the placement of markers in each column. To determine a vertical win,

  • Published in Computer Programming, EITC/CP/PPF Python Programming Fundamentals, Advancing in Python, Vertical winners, Examination review
Tagged under: 2D Lists, Computer Programming, Game Logic, Nested Loops, Python Programming, Tic Tac Toe

What is the purpose of error handling in programming, especially when it comes to user interaction with a program?

Thursday, 03 August 2023 by EITCA Academy

Error handling in programming is a important aspect that ensures the smooth functioning of a program, particularly when it involves user interaction. It is an essential practice that allows programmers to anticipate and address potential errors or exceptions that may occur during the execution of a program. The purpose of error handling is to provide

  • Published in Computer Programming, EITC/CP/PPF Python Programming Fundamentals, Advancing in Python, Error handling, Examination review
Tagged under: Computer Programming, Debugging, Error Handling, Exception Handling, Python Programming, User Interaction
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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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