BE COMPUTER SCIENCE AND ENGINEERING NOTES, STUDY MATERIAL, QUESTION BANK, QUESTION PAPERS

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BE COMPUTER SCIENCE AND ENGINEERING NOTES, STUDY MATERIAL, QUESTION BANK, QUESTION PAPERS, operating system, security policy and governance, data mining, data science, software development, technology, education

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CSE NOTES
2nd Year
_Data Structures
_Analog & Digital Electronics
_Discrete Structure & Graph Theory
_Artificial Intelligence
_Data Communication & Networking
_Operating System
_Microprocessor &Assembly Language Programming
_Theory Of Computation
3rd Year
_Database Management Systems
_Compiler Design
_Computer Architecture & Organization
_Data Science & Statistics
_Security Policy & Governance
_Design & Analysis of Algorithm
_Software Engineering
_Big Data Analytics
_Wireless Communication
4th Year
_Social Science & Engineering Economics
_Computer Graphics
_Cloud Computing
_Data Warehouse & Mining
_Image Processing
_Object Oriented Analysis & Design
_Professional Ethics & Management
_Machine Learning & AI
_Multimedia Computing
●YOUTUBE
●TELEGRAM

4TH YEAR CSE
Foundations of Machine Learning and AI: Concepts, Applications, Supervised Learning, VC Dimension, Regression, Model Selection, Generalization
4TH YEAR CSE
OBJECT ORIENTED ANALYSIS AND DESIGN Defining Inception: Inception, Artifacts Start in Inception, Evolutionary requirements: Requirements, Evolutionary vs. Waterfall Requirements, Types and Categories of Requirements, Requirements Organized in UP Artifacts Use cases: Actors, Scenarios and Use Case, Use Cases and the Use-Case Model, Importance of Use Cases, Three Kinds of Actors, Three Common Use Case Format, Sections Mean, Take an Actor and Actor- goal perspective, Use Case Diagrams, Activity Diagrams
4TH YEAR CSE
Comprehensive Guide: Artificial Neural Networks, Brain Analysis, Parallel Processing, MLP Training, Backpropagation Algorithm, Boolean Functions, Perceptron Learning and QUESTION BANK AND ANSWERS
4TH YEAR CSE
OBJECT ORIENTED ANALYSIS AND DESIGN Introduction to Object Oriented Analysis and Design: Analysis and Design, Object-Oriented Analysis and Design; UML, Iterative, Evolutionary and Agile: UP, Iterative and Evolutionary Development, Waterfall Lifecycle, Iterative and Evolutionary Analysis and Design, Risk-Driven and Client-Driven Iterative Planning, Agile Methods and Attitudes, Agile Modeling, Agile UP, UP Phases, UP Disciplines
4TH YEAR CSE
Machine Learning and AI: Bayesian Decision Theory, Association Rule Learning, Maximum Likelihood Estimation, Bias-Variance Dilemma, Model Selection, Tuning Model Complexity
4TH YEAR CSE
PROFESSIONAL ETHICS AND MANAGEMENT Introduction to Ethics Senses of Engineering and professional ethics, Engineering profession & its view, Ethical issues for engineers, distinction between ethics, morals and laws, opinions vs. judgments, Ethical theories: utilitarianism, duty, right, virtue; Cost-benefit analysis in engineering, McCuen's ethical dimensions, IEEE: Code of conducts & Code of ethics.
4th sem question paper
SOCIAL SCIENCES AND ENGINEERING ECONOMICS Impact of Science and Technology on culture and Civilization. Human Society: Community Groups.Marriage and Family: Functions, Types and problems. Production : Factors of production, Laws of return, Forms of Business Organization. Banking : Functions of Central and Commercial Banks. Introduction to GST, Market : Forms, perfect, imperfect competition and monopoly.
4TH YEAR CSE
MACHINE LARNING AND AIRTIFICIAL INTILEGENCE Comprehensive Guide to Multivariate Data Analysis: Estimation, Multivariate Normal Distribution, Multivariate Classification, Multivariate Regression, Feature Selection, Linear Discriminant Analysis, Canonical Correlation Analysis, Feature Embedding, Multidimensional Scaling, Singular Value Decomposition, Matrix Factorization
4TH YEAR CSE
OBJECT ORIENTED ANALYSIS AND DESIGN Applying GoF Design Patterns: Adapter(GoF), Factory, Singleton(GoF), Strategy (GoF), Composite ( GoF) and Other Design Principles, Façade (GoF), Observer (GoF). UML State Machine Diagrams and Modeling: Event, State and Transition, Apply State Machine Diagrams, More UML State Machine Diagram Notation, State Machine Diagrams in UP. Relating Use Cases: The include Relationship, The extend Relationship, The Generalize Relationship, Use Case Diagrams
4TH YEAR CSE
Machine learning and artificial intelligence Comprehensive Guide to Machine Learning: Decision Trees, Univariate Trees, Pruning, Ripper Algorithm, Multivariate Trees, Generalized Linear Model, Linear Discriminant, Logistic Discriminant, Pairwise Separation, Gradient Descent

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Techno Camon 30, Infinix Note 40, performance comparison, Mediatek Helio G99, 12 GB RAM, 8 GB RAM, 50 MP OIS camera, 108 MP camera, Full HD+ AMOLED display, 120Hz refresh rate, USB-C port, headphone jack, stereo speakers, IP54 water resistance, 70W fast charging, 45W fast charging, 20W wireless charging, Android 14, app launch speed, gaming performance, camera stabilization, battery life, low-light camera performance, smartphone review, tech comparison, display brightness, RAM management, charging capabilities, PUBG Mobile, Candy Crush, Instagram, Snapchat, Spotify, Subway Surfers.

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OPERATING SYSTEM OS UNIT 2 CPU scheduling, preemptive scheduling, non-preemptive scheduling, multilevel feedback queue scheduling, process priority, scheduling criteria, preemptive vs non-preemptive scheduling, multiple queuing scheduling algorithm, long-term scheduler, short-term scheduler, medium-term scheduler, round robin scheduling, first come first served, shortest job first, priority scheduling, relationship between scheduling algorithms, process state diagram.

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Data Communication and Networking - Unit 4 1. Draw and explain IPv4 Datagram structure The IPv4 datagram s…

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