Data Structures and Algorithms

Introduction to Algorithms107Definition and Types of Data Structures56Data Structures106Arrays and Linked Lists50Searching and Sorting Algorithms106Stacks and Queues58Linear Search and Binary Search52Advanced Data Structures100Algorithm Design Techniques100Sorting Algorithms: Bubble Sort, Selection Sort, Insertion Sort56Computational Complexity102Advanced Sorting Algorithms: Merge Sort, Quick Sort53Time and Space Complexity Analysis105Binary Trees and Binary Search Trees51Divide-and-Conquer Algorithms103Graphs: Representation and Traversal59Minimum Spanning Trees and Shortest Paths52Dynamic Programming109Graph Algorithms100Hash Functions and Hash Tables59Open Addressing and Chaining51Tree Algorithms104Applications 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 Architecture Patterns51Software Testing and Quality Assurance100Software Project Management100Design Patterns53Object-Oriented Design (OOD)53Software Maintenance and Evolution101Advanced Topics in Software Engineering102Programming Languages for Software Engineering54Software Engineering Ethics103Software Testing Techniques52Debugging and Troubleshooting52Software Engineering Tools and Technologies104Agile Software Development58Software Project Planning and Estimation56Software Configuration Management53Cloud Computing for Software Engineering62DevOps for Software Engineering54Software Security73

Object-Oriented Programming

What is Object-Oriented Programming?80Introduction to Object-Oriented Programming106Data Types and Control Structures104Classes and Objects50Data Abstraction and Information Hiding52Object-Oriented Design101Exception Handling99SOLID Principles50Design Patterns95Collections102Refactoring56Concurrency105Generics50Object-Oriented Programming in Java109Object-Oriented Programming in Python107Advanced Object-Oriented Programming93Object-Oriented Frameworks52Object-Oriented Programming Projects71

Operating Systems

Definition and Overview of Operating Systems51Memory Management101Operating System Structures52File Systems102Operating System Services53Input Output Systems104Process Concepts and Scheduling51Security and Protection102Inter-Process Communication51Case Studies106Operating System Design Principles101Deadlocks and Synchronization51Distributed Operating Systems77Memory Allocation and Management57Virtual Memory54Real-Time Operating Systems108Operating System Virtualization106Device Management and Scheduling52Mobile Operating Systems60

Database Systems

Introduction to Database Systems103What is a Database System?56Database Models67Relational Data Model103Database Management Systems (DBMS)66Database Design106Entity-Relationship (ER) Modeling50SQL and Database Programming104Normalization55Database Systems Implementation97Advanced Database Topics104Relational Algebra and Calculus54Data Definition Language (DDL)70Database Security100Data Manipulation Language (DML)52Database Administration109NoSQL Databases103Data Control Language (DCL)74Big 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 Regression50Logistic Regression50Neural Networks and Deep Learning107Decision Trees62Unsupervised Learning and Reinforcement Learning106Machine Learning Ethics and Applications108Support Vector Machines54Machine Learning Performance Evaluation101Neural Networks55Natural Language Processing with Machine Learning101Natural Language Processing53Computer Vision58Computer Vision with Machine Learning103Healthcare52Machine Learning in Practice84Finance50

Computer Architecture

Definition and Overview of Computer Architecture28Introduction to Computer Architecture105Instruction Set Architecture (ISA)86Historical Evolution of Computer Architecture25Performance Metrics and Measurement Techniques24Processor Design108Memory Hierarchy96Instruction Formats and Types31Processor Organization and Microarchitecture47Input Output (I O)103Memory Hierarchy and Cache Design26Parallel Computing101Computer Arithmetic94Types of Parallelism and Concurrency23Multicore 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 Media53Media Access Control50Network Design and Implementation108Routing50Advanced Network Technologies85Switching59Network Management and Monitoring62Network Security Threats56Network Security Measures51Network Management56Network Troubleshooting52

Computer Graphics

Introduction to Computer Graphics104Overview of Computer Graphics452D Graphics101Graphics Systems433D Graphics106Graphics Primitives44Computer Vision105Raster Graphics48Graphics Hardware102Vector Graphics48Advanced Rendering Techniques1062D Transformations45Computer Graphics Applications1093D Modeling453D Transformations443D Lighting and Shading45Keyframe Animation49Procedural Animation45Motion Capture40Ray Tracing56Virtual Reality43Augmented Reality44

Web Development

Introduction to Web Development100What is Web Development?53Front-End Development102Web Development Technologies51Web Development Process54Back-End Development100Full-Stack Development100HTML Basics51CSS Basics58Advanced Web Development Topics102Web Development Tools and Technologies101HTML and CSS in Practice53JavaScript Basics85Web Accessibility and Standards94JavaScript Functions57Web Performance Optimization108Web Security Best Practices100JavaScript Events58Emerging Trends in Web Development86HTTP and Web Servers56Apache 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

Overview of Mobile Computing26Introduction to Mobile Computing100Mobile Operating Systems96Mobile Networks and Protocols23Mobile Application Development100Android Application Development27Mobile Security107Mobile Cloud Computing106iOS Application Development23Mobile Human-Computer Interaction101Cross-Platform Mobile Development23Mobile Device Security29Mobile Wireless Networks89Mobile Data Management73Mobile Data Privacy22Mobile Application Security26Mobile Device Programming90Mobile Computing Projects1025G and Beyond28Artificial Intelligence in Mobile Computing26Mobile Computing Theory95Wearable and IoT Devices27Mobile Computing Research101

Information Security

Definition and Scope of Information Security46Introduction to Information Security104Security Policies and Standards92Access Control101Risk Management and Assessment41Network Security104Cryptography103Security Governance and Compliance45Cryptography Fundamentals44Security Management107Cloud Security97Network Security Protocols43Mobile Security107Firewalls and Intrusion Detection Systems47Security Monitoring and Incident Response44Emerging Technologies and Security102Operating System Security43Security Assessment and Testing75Application Security52Incident Response and Recovery103Legal and Ethical Issues in Information Security101Risk Management100Mobile Device Security65Security Awareness and Training101Artificial Intelligence and Machine Learning in Security41Blockchain and Distributed Ledger Technology40Security Operations100Internet of Things (IoT) Security41Security Architecture106Cyber Threat Intelligence and Analysis66Security Engineering108

Cloud Computing

Definition and Overview of Cloud Computing55Introduction to Cloud Computing97Cloud Computing Architecture53Virtualization and Cloud Infrastructure100Cloud 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 Interaction104User-Centered Design103Historical Perspectives in HCI23Information Architecture and Navigation107Cognitive Psychology and HCI25Interface Design and Prototyping100Evaluation of HCI Systems101Physical Ergonomics and HCI24Cognitive Aspects of HCI108Social and Cultural Factors in HCI26Social 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 Countermeasures28Copyright, Patents, and Trademarks24Emerging Ethical Challenges102Ethical Considerations in Software Development103Software Licensing Models23Code of Ethics for Computer Scientists28Ethics in Data Science101Ethics in Artificial Intelligence88Social Impact of Computing31Artificial Intelligence and Machine Learning23Data Science and Big Data25