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Least Square Regression for classification

Least squares regression aims to minimize the sum of the squared differences between observed and predicted values. For classification, the idea is to adapt this approach to predict class labels, typically by encoding classes numerically (e.g., -1 and 1 for…

Explain overfitting and underfitting with examples

Underfitting in Machine Learning Underfitting occurs when a statistical model or machine learning algorithm is too simple to capture the complexities of the data. This results in poor performance on both the training and testing data. An underfit model fails…

Machine Learning Important Questions [repeated question’s]

Machine Learning concepts and applications Supervised vs. unsupervised learning Neural networks: types, architectures, and comparison with biological networks Regression analysis: linear regression, least squares regression Error Back Propagation Algorithm Diagonalization of matrices Overfitting and underfitting Activation functions: binary, bipolar, continuous,…

Develop the SRS of University Management system.

Software Requirements Specification (SRS) for a University Management System 1. Introduction Purpose: The University Management System (UMS) is designed to manage and streamline all university operations, including student registration, course management, and result processing. Scope: The UMS will be used by students,…

Explain software reverse engineering in detail.

Reverse Engineering is also known as backward engineering, is the process of forward engineering in reverse. In this, the information is collected from the given or existing application. It takes less time than forward engineering to develop an application. In…

Develop the SRS of University Management system.

SRS FOR UNIVERSITY MANAGEMENT SYSTEM:- Software Requirements Specification (SRS) for a University Management System: 1. Introduction o Purpose: The University Management System (UMS) is designed to manage and streamline all university operations,                 …

What are the Agile Methodologies? Explain any of them.

Agile Methodologies:-  1.Agile methodologies are a set of flexible and iterative approaches to software development and project management. 2.They prioritize collaboration, adaptability, and customer satisfaction. 3. Agile methodologies break projects down into several dynamic phases, commonly known as sprints 4.…