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United States of America

University of Applied Sciences

Computer Science

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Data Structures and Algorithms

Overview of Data Structures and Algorithms58 Algorithm Analysis58 Basic Data Structures54 Trees50 Graphs50 Hashing52 Greedy Algorithms53 Divide-and-Conquer Algorithms57 Dynamic Programming52 Data Structures in Operating Systems56 Algorithms in Computer Graphics54 Data Structures in Database Systems51

Object-Oriented Programming

What is Object-Oriented Programming?32 Benefits of OOP50 Basic OOP Terminology54 Creating Classes52 Creating Objects53 Accessing Class Members55 Concept of Inheritance57 Creating Subclasses52 Method Overriding55 What is Polymorphism?54 Method Overloading18 Dynamic Method Binding52 Interfaces50 Abstract Classes53 Exception Handling58

Operating Systems

Definition and Functions of an Operating System50 Types of Operating Systems56 Operating System Architecture50 Process Concepts and Scheduling54 Synchronization and Deadlocks51 Inter-Process Communication56 Memory Allocation and Paging54 Virtual Memory56 File Systems58 Device Management and Scheduling53 Disk Scheduling50 Network Management54 Security Threats and Countermeasures57 Protection Mechanisms57 Case Studies and Emerging Trends57

Artificial Intelligence

Definition and History of AI58 Types of AI50 Benefits and Challenges of AI53 Supervised Learning50 Unsupervised Learning53 Reinforcement Learning55 Neural Networks57 Convolutional Neural Networks54 Recurrent Neural Networks51 AI in Healthcare59 AI in Finance51 AI in Transportation41 Bias and Fairness in AI56 AI and the Future of Work52 AI and Human Values54

Machine Learning

What is Machine Learning?56 Supervised Learning57 Unsupervised Learning59 Linear Regression51 Logistic Regression57 Decision Trees52 Support Vector Machines57 Neural Networks49 Natural Language Processing51 Computer Vision53 Predictive Analytics55 Healthcare57 Finance52 Algorithmic Bias56 Fairness and Discrimination50 Privacy and Data Security50

Computer Architecture

Definition and Overview of Computer Architecture57 Instruction Set Architecture (ISA)56 Processor Design53 Memory Hierarchy55 Input Output (I O) Systems58 Parallel Computing Architectures59 Vector Processing56 Reduced Instruction Set Computing (RISC)52 Application-Specific Integrated Circuits (ASICs)50 Emerging Trends in Computer Architecture58

Computer Networks

Definition and Scope of Computer Networks53 Network Topologies59 Network Protocols and Standards52 Physical Layer57 Data Link Layer50 Network Layer59 Transport Layer50 Application Layer50 Network Security Threats52 Network Security Measures52 Network Security Protocols55 Network Management Tools55 Network Troubleshooting Techniques57 Network Performance Monitoring54 Cloud Computing and Network Virtualization51 Software-Defined Networking (SDN)55 Network Function Virtualization (NFV)50

Database Management Systems

Overview of Database Concepts40 Database Design Principles53 SQL Fundamentals57 Relational Data Model50 Advanced SQL Queries53 Database Normalization52 Database Security52 Database Performance Tuning56 Database Backup and Recovery53 NoSQL Databases53 Big Data and Data Warehousing54 Emerging Database Trends53

Information Security

Definition and Scope of Information Security56 Information Security Principles57 Security Policies and Standards54 Risk Assessment and Identification54 Risk Mitigation and Control57 Business Continuity and Disaster Recovery53 Encryption and Decryption Techniques58 Network Security Protocols53 Wireless Network Security53 Authentication and Authorization Mechanisms54 Role-Based Access Control56 Identity and Access Management Systems50 Security Auditing Techniques55 Security Monitoring and Event Management50 Log Analysis and Forensics59 Cloud Security57 Mobile Device Security59 Artificial Intelligence and Machine Learning in Security50

United States of America

University of Applied Sciences

Computer Science

Free exercises

Data Structures and Algorithms

Overview of Data Structures and Algorithms58 Algorithm Analysis58 Basic Data Structures54 Trees50 Graphs50 Hashing52 Greedy Algorithms53 Divide-and-Conquer Algorithms57 Dynamic Programming52 Data Structures in Operating Systems56 Algorithms in Computer Graphics54 Data Structures in Database Systems51

Object-Oriented Programming

What is Object-Oriented Programming?32 Benefits of OOP50 Basic OOP Terminology54 Creating Classes52 Creating Objects53 Accessing Class Members55 Concept of Inheritance57 Creating Subclasses52 Method Overriding55 What is Polymorphism?54 Method Overloading18 Dynamic Method Binding52 Interfaces50 Abstract Classes53 Exception Handling58

Operating Systems

Definition and Functions of an Operating System50 Types of Operating Systems56 Operating System Architecture50 Process Concepts and Scheduling54 Synchronization and Deadlocks51 Inter-Process Communication56 Memory Allocation and Paging54 Virtual Memory56 File Systems58 Device Management and Scheduling53 Disk Scheduling50 Network Management54 Security Threats and Countermeasures57 Protection Mechanisms57 Case Studies and Emerging Trends57

Artificial Intelligence

Definition and History of AI58 Types of AI50 Benefits and Challenges of AI53 Supervised Learning50 Unsupervised Learning53 Reinforcement Learning55 Neural Networks57 Convolutional Neural Networks54 Recurrent Neural Networks51 AI in Healthcare59 AI in Finance51 AI in Transportation41 Bias and Fairness in AI56 AI and the Future of Work52 AI and Human Values54

Machine Learning

What is Machine Learning?56 Supervised Learning57 Unsupervised Learning59 Linear Regression51 Logistic Regression57 Decision Trees52 Support Vector Machines57 Neural Networks49 Natural Language Processing51 Computer Vision53 Predictive Analytics55 Healthcare57 Finance52 Algorithmic Bias56 Fairness and Discrimination50 Privacy and Data Security50

Computer Architecture

Definition and Overview of Computer Architecture57 Instruction Set Architecture (ISA)56 Processor Design53 Memory Hierarchy55 Input Output (I O) Systems58 Parallel Computing Architectures59 Vector Processing56 Reduced Instruction Set Computing (RISC)52 Application-Specific Integrated Circuits (ASICs)50 Emerging Trends in Computer Architecture58

Computer Networks

Definition and Scope of Computer Networks53 Network Topologies59 Network Protocols and Standards52 Physical Layer57 Data Link Layer50 Network Layer59 Transport Layer50 Application Layer50 Network Security Threats52 Network Security Measures52 Network Security Protocols55 Network Management Tools55 Network Troubleshooting Techniques57 Network Performance Monitoring54 Cloud Computing and Network Virtualization51 Software-Defined Networking (SDN)55 Network Function Virtualization (NFV)50

Database Management Systems

Overview of Database Concepts40 Database Design Principles53 SQL Fundamentals57 Relational Data Model50 Advanced SQL Queries53 Database Normalization52 Database Security52 Database Performance Tuning56 Database Backup and Recovery53 NoSQL Databases53 Big Data and Data Warehousing54 Emerging Database Trends53

Information Security

Definition and Scope of Information Security56 Information Security Principles57 Security Policies and Standards54 Risk Assessment and Identification54 Risk Mitigation and Control57 Business Continuity and Disaster Recovery53 Encryption and Decryption Techniques58 Network Security Protocols53 Wireless Network Security53 Authentication and Authorization Mechanisms54 Role-Based Access Control56 Identity and Access Management Systems50 Security Auditing Techniques55 Security Monitoring and Event Management50 Log Analysis and Forensics59 Cloud Security57 Mobile Device Security59 Artificial Intelligence and Machine Learning in Security50