Data Structures and Algorithms
Introduction to Algorithms107Definition and Types of Data Structures56Arrays and Linked Lists50Data Structures106Stacks and Queues58Searching and Sorting Algorithms106Linear Search and Binary Search52Advanced Data Structures100Algorithm Design Techniques100Sorting Algorithms: Bubble Sort, Selection Sort, Insertion Sort56Computational Complexity102Advanced Sorting Algorithms: Merge Sort, Quick Sort53Binary Trees and Binary Search Trees51Time and Space Complexity Analysis105Graphs: Representation and Traversal59Divide-and-Conquer Algorithms103Minimum Spanning Trees and Shortest Paths52Dynamic Programming109Hash Functions and Hash Tables59Graph Algorithms100Open Addressing and Chaining51Tree Algorithms104Applications of Hashing51Time Complexity and Asymptotic Analysis57Space Complexity and Trade-offs52Amortized Analysis52
Software Engineering
Introduction to Software Engineering104Software Development Life Cycle (SDLC)58Software Requirements Analysis and Specification63Software Quality Assurance (SQA)57Software Design105Software Testing and Quality Assurance100Software Architecture Patterns51Design Patterns53Software Project Management100Object-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
What is Object-Oriented Programming?80Introduction to Object-Oriented Programming106Data Types and Control Structures104Classes and Objects50Object-Oriented Design101Data Abstraction and Information Hiding52Exception 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 Systems104Security and Protection102Process Concepts and Scheduling51Inter-Process Communication51Case Studies106Deadlocks and Synchronization51Operating System Design Principles101Distributed Operating Systems77Memory Allocation and Management57Virtual Memory54Real-Time Operating Systems108Operating 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 Implementation97Normalization55Advanced Database Topics104Relational Algebra and Calculus54Data Definition Language (DDL)70Database Security100Database Administration109Data Manipulation Language (DML)52Data 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 Learning52AI Applications and Case Studies89Reinforcement Learning52Neural Networks56AI Ethics and Societal Impact106AI 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 Classification101Unsupervised Learning55Decision Trees and Ensemble Methods96Support 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 Machines54Neural Networks55Machine Learning Performance Evaluation101Natural Language Processing53Natural Language Processing with Machine Learning101Computer Vision58Computer Vision with Machine Learning103Machine Learning in Practice84Healthcare52Finance50
Computer Architecture
Definition and Overview of Computer Architecture28Introduction to Computer Architecture105Instruction Set Architecture (ISA)86Historical Evolution of Computer Architecture25Performance Metrics and Measurement Techniques24Processor Design108Instruction Formats and Types31Memory Hierarchy96Processor Organization and Microarchitecture47Input Output (I O)103Parallel Computing101Memory Hierarchy and Cache Design26Computer Arithmetic94Types of Parallelism and Concurrency23Performance Evaluation104Multicore and Multiprocessor Architectures26Advanced Computer Architecture101Synchronization and Communication Mechanisms24I 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 Graphics452D Graphics101Graphics Systems433D Graphics106Graphics Primitives44Computer Vision105Raster Graphics48Graphics Hardware102Vector Graphics482D Transformations45Advanced Rendering Techniques106Computer Graphics Applications1093D Modeling453D 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 Process54Full-Stack Development100HTML Basics51Advanced 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 Networks and Protocols23Mobile Application Development100Android Application Development27Mobile Security107iOS Application Development23Mobile Cloud Computing106Cross-Platform Mobile Development23Mobile Human-Computer Interaction101Mobile Wireless Networks89Mobile Device Security29Mobile Data Management73Mobile Data Privacy22Mobile Application Security26Mobile Device Programming90Mobile Computing Projects1025G and Beyond28Mobile Computing Theory95Artificial Intelligence in Mobile Computing26Mobile Computing Research101Wearable and IoT Devices27
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 Security101Risk Management100Mobile Device Security65Artificial Intelligence and Machine Learning in Security41Security Awareness and Training101Blockchain and Distributed Ledger Technology40Security Operations100Internet of Things (IoT) Security41Security Architecture106Security Engineering108Cyber Threat Intelligence and Analysis66
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 Cleaning97Challenges and Opportunities of Big Data44Exploratory Data Analysis104Statistical 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 Statistics47Machine Learning Algorithms48Big Data Security91Big Data Ethics105Data Mining Techniques41Data 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 Models23Ethics in Data Science101Code of Ethics for Computer Scientists28Social Impact of Computing31Ethics in Artificial Intelligence88Artificial Intelligence and Machine Learning23Data Science and Big Data25