a) Define Machine Learning: Machine Learning is a subset of Al where a system learns patterns from data and makes decisions or predictions without being explicitly programmed for every task.

b) What is over-fitting in Machine Learning?: Over-fitting is when a model learns the training data too well, including noise. It performs very well on training data but poorly on new unseen data

c) What is underfitting?: Underfitting is when a model is too simple to capture the underlying pattern in the data.

Cancer is a serious disease characterized by the uncontrolled growth and spread of abnormal cells in the body. It can affect any part of the body and is often named according to the organ or tissue where it originates, such as breast cancer or lung cancer.

Causes (Etiology)

Genetic mutations in cells

Hereditary factors (family history)

Viral and bacterial infections

Physical agents such as radiation and UV rays

Chemical carcinogens and toxic substances

Smoking and tobacco use

Alcohol consumption

1. Define Computer Integrated Manufacturing (CIM). Explain the elements of CIM and describe the CIM wheel.

Answer:
Computer Integrated Manufacturing (CIM) is a manufacturing approach in which computers are used to integrate and control major activities involved in product development and manufacturing. It connects design, planning, production, material handling, quality control and management through a common information system.

The major elements of CIM include Computer-Aided Design (CAD), Computer-

1. जपा प्रमुख कर्म: आर्तवजनन, केश्य Family: Malvaceae Latin Name: Hibiscus rosa-sinensis पर्याय: जपा, जवाहकुसुम, ओड्रपुष्प, रुद्रपुष्प, रक्तपुष्प Morph.: क्षुप Chem. compo.: Cyclopropanoids, Methyl sterculate, Flavonoids गुण: लघु, रूक्ष रस: कषाय, तिक्त विपाक: कटु वीर्य: शीत

BATNA (Best Alternative to a Negotiated Agreement) BATNA is the course of action you pursue if a deal falls through. It serves as your backup plan, baseline, and primary source of leverage. To identify your BATNA: map out every realistic path forward if the deal doesn't happen, evaluate which alternative is most effective by accounting for costs, probabilities, and strategic objectives, convert your BATNA into a specific walk-away threshold that tells you when to use your Plan B, and reassess before

Key Definitions Diversity refers to the presence of differences within a given setting, encompassing race, gender, age, ethnicity, religion, disability, sexual orientation, education, and national origin. Equity means ensuring fair treatment, access, opportunity, and advancement for all people while identifying and eliminating barriers that have prevented full participation of some groups. Inclusion is the practice of creating environments where any individual or group feels welcomed, respected,

SECTION 1: MEANING & DEFINITIONS

"Governance" from Latin 'gubernare' = 'to steer' (as in steering a ship).

OECD (1999): "A set of relationships between a company's board, its shareholders and other stakeholders. It also provides the structure through which the objectives of the company are set, and the means of attaining those objectives, and monitoring performance, are determined."

Cadbury Committee (1999): "Concerned with holding the balance between economic and social goals and between individual