Data Structures and Algorithms

Introduction to Algorithms107Definition and Types of Data Structures56Arrays and Linked Lists50Data Structures106Searching and Sorting Algorithms106Stacks and Queues58Advanced Data Structures100Linear Search and Binary Search52Sorting Algorithms: Bubble Sort, Selection Sort, Insertion Sort56Algorithm Design Techniques100Advanced Sorting Algorithms: Merge Sort, Quick Sort53Computational Complexity102Binary Trees and Binary Search Trees51Time and Space Complexity Analysis105Graphs: Representation and Traversal59Divide-and-Conquer Algorithms103Dynamic Programming109Minimum Spanning Trees and Shortest Paths52Graph Algorithms100Hash Functions and Hash Tables59Tree Algorithms104Open Addressing and Chaining51Applications of Hashing51Time Complexity and Asymptotic Analysis57Space Complexity and Trade-offs52Amortized Analysis52

Software Engineering

Introduction to Software Engineering104Software Requirements Analysis and Specification63Software Development Life Cycle (SDLC)58Software Quality Assurance (SQA)57Software Design105Software Testing and Quality Assurance100Software Architecture Patterns51Software Project Management100Design Patterns53Object-Oriented Design (OOD)53Software Maintenance and Evolution101Advanced Topics in Software Engineering102Programming Languages for Software Engineering54Software Engineering Ethics103Software Testing Techniques52Software Engineering Tools and Technologies104Debugging and Troubleshooting52Agile Software Development58Software Project Planning and Estimation56Software Configuration Management53Cloud Computing for Software Engineering62DevOps for Software Engineering54Software Security73

Object-Oriented Programming

Introduction to Object-Oriented Programming106What is Object-Oriented Programming?80Classes and Objects50Data Types and Control Structures104Data Abstraction and Information Hiding52Object-Oriented Design101SOLID Principles50Exception Handling99Collections102Design Patterns95Concurrency105Refactoring56Object-Oriented Programming in Java109Generics50Object-Oriented Programming in Python107Object-Oriented Frameworks52Advanced Object-Oriented Programming93Object-Oriented Programming Projects71

Operating Systems

Memory Management101Definition and Overview of Operating Systems51Operating System Structures52File Systems102Operating System Services53Input Output Systems104Security and Protection102Process Concepts and Scheduling51Case Studies106Inter-Process Communication51Deadlocks and Synchronization51Operating System Design Principles101Distributed Operating Systems77Memory Allocation and Management57Real-Time Operating Systems108Virtual Memory54Operating System Virtualization106Device Management and Scheduling52Mobile Operating Systems60

Database Systems

What is a Database System?56Introduction to Database Systems103Relational Data Model103Database Models67Database Design106Database Management Systems (DBMS)66SQL and Database Programming104Entity-Relationship (ER) Modeling50Database Systems Implementation97Normalization55Relational Algebra and Calculus54Advanced Database Topics104Data Definition Language (DDL)70Database Security100Data Manipulation Language (DML)52Database Administration109Data Control Language (DCL)74NoSQL Databases103Big Data and Database Systems102Database Performance Tuning56Database Backup and Recovery49Distributed Databases65Object-Oriented Databases49

Artificial Intelligence

Introduction to Artificial Intelligence100Definition and History of AI51Machine Learning Fundamentals100Types of AI55Applications of AI53Deep Learning106Supervised Learning52Natural Language Processing (NLP)101Computer Vision104Unsupervised Learning52AI Applications and Case Studies89Reinforcement Learning52AI Ethics and Societal Impact106Neural Networks56AI Programming102Deep Learning Applications51Advanced Deep Learning Techniques55Text Preprocessing and Representation64Natural Language Understanding51Natural Language Generation57Image Processing and Analysis54Object Detection and Recognition55Advanced Computer Vision Applications51Robot Kinematics and Dynamics53Robot Perception and Control56Autonomous Robots54AI Bias and Fairness54AI and Job Displacement51AI and Privacy51

Machine Learning

Definition and Overview of Machine Learning52Introduction to Machine Learning109Supervised Learning52Linear Regression and Classification101Decision Trees and Ensemble Methods96Unsupervised Learning55Support Vector Machines and Kernel Methods109Model Selection and Evaluation52Dimensionality Reduction and Clustering103Linear Regression50Neural Networks and Deep Learning107Logistic Regression50Unsupervised Learning and Reinforcement Learning106Decision Trees62Machine Learning Ethics and Applications108Support Vector Machines54Machine Learning Performance Evaluation101Neural Networks55Natural Language Processing53Natural Language Processing with Machine Learning101Computer Vision58Computer Vision with Machine Learning103Healthcare52Machine Learning in Practice84Finance50

Computer Architecture

Definition and Overview of Computer Architecture28Introduction to Computer Architecture105Historical Evolution of Computer Architecture25Instruction Set Architecture (ISA)86Performance Metrics and Measurement Techniques24Processor Design108Memory Hierarchy96Instruction Formats and Types31Input Output (I O)103Processor Organization and Microarchitecture47Memory Hierarchy and Cache Design26Parallel Computing101Types of Parallelism and Concurrency23Computer Arithmetic94Multicore and Multiprocessor Architectures26Performance Evaluation104Synchronization and Communication Mechanisms24Advanced Computer Architecture101I O Devices and Interfaces37I O Subsystems and Controllers22Interrupt Handling and Direct Memory Access (DMA)28Vector and Array Processors29RISC and CISC Architectures24Emerging Trends in Computer Architecture23

Computer Networks

Definition and Overview of Computer Networks53Introduction to Computer Networks101Network Media and Devices106Network Standards and Protocols50Network Architectures52Network Protocols and Standards103Network Security105Network Design Principles53Network Applications106Network Media53Network Design and Implementation108Media Access Control50Advanced Network Technologies85Routing50Switching59Network Management and Monitoring62Network Security Threats56Network Security Measures51Network Management56Network Troubleshooting52

Computer Graphics

Introduction to Computer Graphics104Overview of Computer Graphics45Graphics Systems432D Graphics101Graphics Primitives443D Graphics106Computer Vision105Raster Graphics48Vector Graphics48Graphics Hardware102Advanced Rendering Techniques1062D Transformations453D Modeling45Computer Graphics Applications1093D Transformations443D Lighting and Shading45Keyframe Animation49Procedural Animation45Motion Capture40Ray Tracing56Virtual Reality43Augmented Reality44

Web Development

Introduction to Web Development100What is Web Development?53Web Development Technologies51Front-End Development102Back-End Development100Web Development Process54HTML Basics51Full-Stack Development100Advanced Web Development Topics102CSS Basics58HTML and CSS in Practice53Web Development Tools and Technologies101Web Accessibility and Standards94JavaScript Basics85Web Performance Optimization108JavaScript Functions57Web Security Best Practices100JavaScript Events58HTTP and Web Servers56Emerging Trends in Web Development86Apache Web Server51Web Development Project103NGINX Web Server57Introduction to Web Development Frameworks57Bootstrap Framework120React Framework51Web Security Threats71Web Security Tools93Web Development Project Planning63Web Development Project Management58Web Development Project Showcase55

Mobile Computing

Introduction to Mobile Computing100Overview of Mobile Computing26Mobile Operating Systems96Mobile Application Development100Mobile Networks and Protocols23Mobile Security107Android Application Development27iOS Application Development23Mobile Cloud Computing106Mobile Human-Computer Interaction101Cross-Platform Mobile Development23Mobile Wireless Networks89Mobile Device Security29Mobile Data Management73Mobile Data Privacy22Mobile Application Security26Mobile Device Programming905G and Beyond28Mobile Computing Projects102Mobile Computing Theory95Artificial Intelligence in Mobile Computing26Wearable and IoT Devices27Mobile Computing Research101

Information Security

Introduction to Information Security104Definition and Scope of Information Security46Security Policies and Standards92Access Control101Risk Management and Assessment41Network Security104Cryptography103Security Governance and Compliance45Cryptography Fundamentals44Security Management107Cloud Security97Network Security Protocols43Mobile Security107Firewalls and Intrusion Detection Systems47Emerging Technologies and Security102Security Monitoring and Incident Response44Security Assessment and Testing75Operating System Security43Application Security52Incident Response and Recovery103Legal and Ethical Issues in Information Security101Risk Management100Mobile Device Security65Security Awareness and Training101Artificial Intelligence and Machine Learning in Security41Security Operations100Blockchain and Distributed Ledger Technology40Internet of Things (IoT) Security41Security Architecture106Cyber Threat Intelligence and Analysis66Security Engineering108

Cloud Computing

Introduction to Cloud Computing97Definition and Overview of Cloud Computing55Virtualization and Cloud Infrastructure100Cloud Computing Architecture53Cloud Security101Cloud Computing Security51Infrastructure as a Service (IaaS)55Cloud Management and Monitoring103Platform as a Service (PaaS)54Cloud Application Development106Advanced Cloud Computing Concepts105Software as a Service (SaaS)50Cloud Computing in Big Data50Cloud Computing in Artificial Intelligence51Cloud Computing in Mobile Computing57Cloud Computing Cost Management51Cloud Computing Performance Management56Cloud Computing Governance50

Big Data Analytics

Introduction to Big Data Analytics91Definition and Overview of Big Data41Big Data Analytics Process43Data Preprocessing and Cleaning97Exploratory Data Analysis104Challenges and Opportunities of Big Data44Statistical Modeling for Big Data91Data Sources and Collection Methods46Machine Learning for Big Data97Data Cleaning and Transformation41Data Integration and Harmonization47Big Data Analytics Applications102Big Data Architectures55Descriptive and Inferential Statistics47Big Data Security91Machine Learning Algorithms48Data Mining Techniques41Big Data Ethics105Data Visualization Techniques49Interactive Data Exploration43Effective Data Storytelling41Healthcare Analytics46Financial Analytics40Retail and Marketing Analytics42

Human-Computer Interaction

Definition and Scope of HCI27Introduction to Human-Computer Interaction104Historical Perspectives in HCI23User-Centered Design103Information Architecture and Navigation107Cognitive Psychology and HCI25Interface Design and Prototyping100Evaluation of HCI Systems101Physical Ergonomics and HCI24Social and Cultural Factors in HCI26Cognitive Aspects of HCI108Social and Ethical Issues in HCI105Principles of Interaction Design36Emerging Trends in HCI106Interface Elements and Widgets28User Research Methods26Usability Testing and Evaluation24Iterative Design and Prototyping22Artificial Intelligence and HCI24Virtual and Augmented Reality in HCI25Ethical Considerations in HCI27

Ethics in Computing

What is Ethics?29Introduction to Ethics103Ethics in Computing25Ethical Issues in Computing103Ethical Decision-Making107Privacy Concerns in Computing24Professional Responsibilities100Security Threats and Countermeasures28Emerging Ethical Challenges102Copyright, Patents, and Trademarks24Ethical Considerations in Software Development103Software Licensing Models23Code of Ethics for Computer Scientists28Ethics in Data Science101Social Impact of Computing31Ethics in Artificial Intelligence88Artificial Intelligence and Machine Learning23Data Science and Big Data25