Cybersecurity Essentials: Principles, Mechanisms, and Defense

Computer Security Fundamentals: Core Pillars

The foundation of information security rests on five core principles, often summarized by the CIA Triad plus Authentication and Non-Repudiation (A&NR):

PrincipleGoalPurposeExample Mechanism
ConfidentialitySecrecyPrevent unauthorized viewing or reading of data.Encryption (turning plaintext into ciphertext).
IntegrityAccuracyPrevent unauthorized modification or deletion of data.Hashing (creating a fixed-length data digest).
AvailabilityAccessibilityEnsure
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Sensors and Actuators: Differences, DAQ, Types & Applications

Q1: Sensors vs Actuators — Detailed Explanation

Definition of Sensor

A sensor is a device that detects, measures, or senses a physical quantity such as temperature, pressure, displacement, light, humidity, flow, etc., and converts it into a usable electrical signal (voltage, current, resistance).

  • Sensors act as the input element of any measurement or control system.

  • They form the first stage of data acquisition.

  • Without sensors, a system cannot perceive real-world conditions.

Definition of Actuator

An

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AI Algorithms and Prolog Examples — BFS, A*, Minimax

AI Algorithms and Prolog Examples

This document contains:

  • Prolog family facts and queries
  • Python implementations of BFS, DFS, A*, Minimax, Alpha-Beta
  • 8-puzzle A* solver, Tic-Tac-Toe minimax, a simple reflex agent, and a Chess AI

Prolog Family Facts and Queries

Prolog
parent(john, mary).
parent(john, david).
parent(susan, mary).
parent(susan, david).
parent(david, emily).
parent(david, james).
parent(mary, ann).
male(john).
male(david).
male(james).
female(susan).
female(mary).
female(ann).
female(emily)
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Java Programming Examples and Code Snippets

1. Prime Number via Command-Line Argument

This program checks if a number provided via command-line arguments is a prime number.

class PrimeCheck {
    public static void main(String[] args) {
        int n = Integer.parseInt(args[0]);
        boolean isPrime = true;
        if (n <= 1) isPrime = false;
        for (int i = 2; i <= n / 2; i++) {
            if (n % i == 0) {
                isPrime = false;
                break;
            }
        }
        if (isPrime)
            System.
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Advanced Concepts in Information Retrieval and Recommendation Systems

Information Retrieval Evaluation and Relevance

Weighting Schemes in Weighted Cohen’s Kappa

Weighted Cohen’s Kappa uses specific weighting schemes (linear vs. quadratic) to measure inter-annotator agreement when categories are ordered.

  • Linear Weighting: Penalizes disagreements proportionally to category distance. This is suitable when graded differences are modest. Linear weights are simpler but less sensitive.
  • Quadratic Weighting: Penalizes larger disagreements more strongly, emphasizing severe
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Machine Learning Fundamentals and Core Data Science Concepts

Machine Learning Definition and Related Fields

Machine Learning (ML) is a field of computer science that enables systems to learn from data and improve performance without being explicitly programmed.

ML Relationship with AI, Data Science, and Statistics

ML and Artificial Intelligence (AI)

  • ML is a subfield of AI that provides systems the ability to learn automatically.
  • AI focuses on building intelligent machines, while ML focuses on learning patterns from data to achieve intelligence.

ML and Data Science

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