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 Architecture Patterns51Software Testing and Quality Assurance100Software Project Management100Design Patterns53Object-Oriented Design (OOD)53Software Maintenance and Evolution101Advanced Topics in Software Engineering102Programming Languages for Software Engineering54Software Testing Techniques52Software Engineering Ethics103Software 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 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 Systems102Input Output Systems104Operating System Services53Process Concepts and Scheduling51Security and Protection102Inter-Process Communication51Case Studies106Operating System Design Principles101Deadlocks and Synchronization51Distributed 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 Systems103Database Models67Relational Data Model103Database Design106Database Management Systems (DBMS)66SQL and Database Programming104Entity-Relationship (ER) Modeling50Normalization55Database Systems Implementation97Advanced Database Topics104Relational Algebra and Calculus54Data 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
Definition and History of AI51Introduction to Artificial Intelligence100Machine Learning Fundamentals100Types of AI55Applications of AI53Deep Learning106Supervised Learning52Natural Language Processing (NLP)101Computer Vision104Unsupervised Learning52Reinforcement Learning52AI Applications and Case Studies89AI Ethics and Societal Impact106Neural Networks56Deep Learning Applications51AI Programming102Advanced 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 Learning109Linear Regression and Classification101Supervised Learning52Decision Trees and Ensemble Methods96Unsupervised Learning55Support Vector Machines and Kernel Methods109Model Selection and Evaluation52Dimensionality Reduction and Clustering103Linear Regression50Neural Networks and Deep Learning107Logistic Regression50Decision Trees62Unsupervised Learning and Reinforcement Learning106Machine Learning Ethics and Applications108Support Vector Machines54Machine Learning Performance Evaluation101Neural Networks55Natural Language Processing with Machine Learning101Natural Language Processing53Computer Vision with Machine Learning103Computer Vision58Healthcare52Machine 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 Protocols and Standards103Network Architectures52Network Security105Network Design Principles53Network Media53Network Applications106Network Design and Implementation108Media Access Control50Routing50Advanced Network Technologies85Switching59Network Management and Monitoring62Network Security Threats56Network Security Measures51Network Management56Network Troubleshooting52
Computer Graphics
Introduction to Computer Graphics104Overview of Computer Graphics45Graphics Systems432D Graphics1013D Graphics106Graphics Primitives44Computer 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
Definition and Scope of Information Security46Introduction to Information Security104Access Control101Security Policies and Standards92Network Security104Risk Management and Assessment41Security Governance and Compliance45Cryptography103Security Management107Cryptography Fundamentals44Network Security Protocols43Cloud Security97Mobile Security107Firewalls and Intrusion Detection Systems47Emerging Technologies and Security102Security Monitoring and Incident Response44Operating System Security43Security Assessment and Testing75Application Security52Incident Response and Recovery103Legal and Ethical Issues in Information Security101Mobile Device Security65Risk Management100Security 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 Computing97Virtualization 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 Cleaning97Challenges and Opportunities of Big Data44Exploratory Data Analysis104Statistical Modeling for Big Data91Data Sources and Collection Methods46Machine Learning for Big Data97Data Cleaning and Transformation41Big Data Analytics Applications102Data Integration and Harmonization47Big Data Architectures55Descriptive and Inferential Statistics47Machine Learning Algorithms48Big Data Security91Data 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 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 Ethics103Ethical Issues in Computing103Ethics in Computing25Privacy Concerns in Computing24Ethical Decision-Making107Professional Responsibilities100Security Threats and Countermeasures28Emerging Ethical Challenges102Copyright, Patents, and Trademarks24Ethical Considerations in Software Development103Software Licensing Models23Ethics in Data Science101Code of Ethics for Computer Scientists28Social Impact of Computing31Ethics in Artificial Intelligence88Artificial Intelligence and Machine Learning23Data Science and Big Data25