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UTRAN (UMTS Terrestrial Radio Access Network) is the radio access part of the UMTS (Universal Mobile Telecommunications System). It provides wireless communication between the user equipment and the core network. UTRAN is responsible for radio resource management, handover control, power control, encryption, data transmission, and maintaining the quality of service. It acts as an interface between mobile users and the UMTS core network. The UTRAN mainly consists of two important components: Node

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LECTURE 1: The Age of Nationalism, 1850–1914 (Ch. 23)

Crimean War (1853–1856): Russia vs. Ottoman Empire + France + UK  Collapse of Concert of Europe  Opportunity for Italy/Germany.

Napoleon III (France): Authoritarianism + modern economy + public works + mass popular support.

Italian Unification (1859–1870): Fragmented states  Kingdom of Italy. Cavour (diplomatic brains) + Garibaldi (military, "Red Shirts").

German Unification (1862–1871): Otto von Bismarck  Realpolitik (

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💪 Cubital Fossa — 10 Marks University Style Answer


Cubital Fossa

1. Definition / Introduction

The cubital fossa is a triangular depression situated on the anterior aspect of the elbow joint. It serves as an important passage for major nerves, arteries, veins, and tendons between the arm and forearm.

It is one of the most clinically significant regions of the upper limb because it contains the brachial artery, median nerve, and tendon of biceps brachii.


2. Situation

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1. Define AI.

Artificial Intelligence (AI) is the branch of computer science that develops machines capable of performing tasks that normally require human intelligence.

2. What is an Intelligent Agent?

An Intelligent Agent is an entity that perceives its environment through sensors and acts upon it using actuators to achieve goals.

3. Define a Problem-Solving Agent.

A Problem-Solving Agent is an intelligent agent that finds a sequence of actions to reach a goal from an initial state.

4. What is

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10.Discuss Basic Probability Notation with Suitable Example 

Probability is the branch of mathematics that deals with the likelihood of occurrence of an event. The probability of an event ranges from 0 to 1, where:

  • 0 indicates an impossible event.
  • 1 indicates a certain event.

Probability is widely used in Artificial Intelligence, Machine Learning, Statistics, Data Science, and Decision Making.


Basic Probability Notations

1. Sample Space (S)

The sample space is the set of all possible outcomes

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5.EXPLAIN FORWARD CHAING AND BACKWARD CHAING WITH EXAMPLE?

Forward Chaining is a data-driven inference technique used in Artificial Intelligence and Expert Systems. It starts with the known facts (initial data) and repeatedly applies inference rules to derive new facts until the desired goal is reached or no more rules can be applied.

It is called data-driven because the reasoning process begins with the available data and moves forward toward a conclusion.

Algorithm;

Start with the known facts

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4.DEFINE CONSTRAINT SATISFACTION PROBLEM CSPS AND EXPLAN THEIR COMPONETS WITH EXAMPLE 

A Constraint Satisfaction Problem (CSP) is a problem in Artificial Intelligence where the objective is to assign values to a set of variables such that all specified constraints are satisfied. CSPs are commonly used in planning, scheduling, resource allocation, map coloring, and puzzle-solving applications.

A CSP is represented as a triple:

CSP=(X,D,C)​

where:

X = Set of variables

D = Domain of values for

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1.EXPLAIN BREADTH FIRST SEARCH(BFS) AND DEPTH FIRST SEARCH (DFS) ALGORITHM WHIT EXAMPLE?

Breadth First Search (BFS) is a graph traversal algorithm that visits all the vertices level by level. It starts from a source vertex and explores all its neighboring vertices before moving to the next level. BFS uses a Queue (FIFO) data structure.

Algorithm

1.Start from the source vertex.

2.Mark the source vertex as visited.

3.Insert the source vertex into a queue.

4.Repeat until the queue becomes empty:

 

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MODULE 1: FUNDAMENTALS OF HRM
1. Human Resource Management (HRM) HRM is the process of planning, recruiting, selecting, training, developing, motivating and maintaining employees so that organizational goals are achieved. Definition (easy) HRM is the management of people at work to improve both employee satisfaction and organizational performance. 2. Functions of HRM Human Resource Planning ◉Recruitment ◉Selection ◉Training & Development ◉Performance Appraisal ◉Compensation (Salary

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