AI321

Question:a
As seen in class, AI can be framed using four perspectives. Recall and define them. Discuss how they complement or contradict each other. Which one provides the most practical foundation for designing intelligent systems and why?

Answer:
The four AI perspectives are:

  • Thinking Humanly: AI systems model human cognitive processes.

  • Acting Humanly: AI behaves like humans (Turing Test approach).

  • Thinking Rationally: AI uses logical reasoning based on laws of thought.

  • Acting Rationally:

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Exam 2

Conditional Probability

Instead of saying: "chance of rain given I saw a wet umbrella" We write it as: P(rain | wet umbrella)

The difference in one sentence

Question Filter first? Divide by
P(ice cream | sunny) YES, only look at sunny days Number of sunny days (5)
P(sunny AND ice cream) NO, look at everything Total days (10)

Think of it this way 🧠

  • AND = out of the whole world
  • GIVEN = out of a smaller filtered world

    So now you know two things:

    P(A | B) = out of only the B days,

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ATKT 5

Objectives of Performance Measurement in Supply Chain
Performance measurement in supply chain helps organizations evaluate how effectively their supply chain activities are working and identify areas for improvement.
1. Improve Efficiency and Productivity ⚙️
One of the main objectives is to increase the efficiency of supply chain operations. By measuring performance, companies can identify delays, waste, or unnecessary steps in processes such as procurement, production, warehousing, and transportation.
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1. Explain Working Capital with its Types

Introduction

Working capital refers to the funds required for carrying out the day-to-day operations of a business. It represents the difference between current assets and current liabilities. Adequate working capital is necessary for smooth functioning of business activities such as purchasing raw materials, paying wages, and meeting short-term obligations.

Working Capital = Current Assets – Current Liabilities

Meaning of Working Capital

Working capital

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Normalization is the process of organizing data in a database to reduce redundancy and improve data integrity.
It divides large tables into smaller tables and establishes relationships between them.

Objectives of Normalization

  • Remove data redundancy (duplicate data).

  • Improve data consistency.

  • Make database structure efficient.

  • Avoid update, insert, and delete anomalies.

    Types of Normal Forms

    1. First Normal Form (1NF)

      • Each field contains atomic (indivisible) values.

      • No repeating groups.

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Qual destas formulações corresponde ao problema tradicional do livre-arbítrio? (B) sera o livre arbitrio compatível com o determinismo? De acordo com o argumento incompatibilista da consequência, o que se segue das seguintes premissas: "Se o determinismo é verdadeiro, então não temos possibilidades alternativas" e "Se não temos possibilidades alternativas, então não temos livre-arbítrio"? (A) Se o determinismo é verdadeiro, então não temos livre-arbitrio Qual das

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1. List and explain any three features of RecyclerView. Develop an Android application to display any five programming languages in GridView.

==View Recycling – Reuses views to improve performance and reduce memory usage. // ViewHolder Pattern – Stores item views to avoid repeated findViewById() calls. // Flexible Layout – Supports LinearLayoutManager, GridLayoutManager, and StaggeredGridLayoutManager.

Example:  XML

<GridView // android:id="@+id/gridView" // android:numColumns=
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Give Co-relation between AI,ML,and DL The correlation between these three is best understood as a hierarchical relationship where each is a sub-field of the previous one. Artificial Intelligence (AI): The broad field of creating systems capable of performing tasks that typically require human intelligence (e.g., reasoning and problem-solving). Machine Learning (ML): A subset of AI that focuses on the use of algorithms and statistical models to allow computers to learn from data without being explicitly

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Meaning and Importance of Internal Reconstruction – 5 Marks

**Meaning:**Internal reconstruction means reorganizing the financial structure of a company without closing the company.In this process the company reduces its share capital,writes off accumulated losses and rearranges assets and liabilities to improve its financial position.

**Importance:**It helps a financially weak company recover without liquidation.It removes accumulated losses,improves the balance sheet,increases the real value...

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