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Australia

Further Education

Computer Science and IT

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Machine Learning and Artificial Intelligence

Definition and Overview of Machine Learning57 Machine Learning Process and Workflow52 Ethical Considerations in Machine Learning52 Linear Regression50 Logistic Regression53 Decision Trees and Random Forests56 Support Vector Machines42 Clustering Techniques52 Dimensionality Reduction54 Anomaly Detection22 Natural Language Processing50 Computer Vision53 Robotics25

Cybersecurity and Ethical Hacking

Definition and Scope of Cybersecurity55 Cyber Threats and Vulnerabilities51 Security Controls and Best Practices39 Principles and Legalities of Ethical Hacking56 Vulnerability Assessment and Penetration Testing51 Exploitation and Mitigation Strategies53 Network Security Concepts and Protocols56 Firewalls and Intrusion Detection Systems56 Virtual Private Networks (VPNs) and Secure Remote Access44 Cloud Security Models and Services53 Securing Cloud Infrastructure and Applications57 Compliance and Risk Management in Cloud Environments55 Incident Response Planning and Preparation56 Incident Detection and Analysis52 Containment, Eradication, and Recovery51

Advanced Data Structures and Algorithms

Definition and Characteristics of Advanced Data Structures46 Applications of Advanced Data Structures59 Time and Space Complexity Analysis52 Binary Trees50 Binary Search Trees54 AVL Trees51 Red-Black Trees59 Graph Representation and Traversal8 Minimum Spanning Trees56 Shortest Paths1 Hash Functions and Hash Tables54 Open Addressing and Chaining39 Divide-and-Conquer40 Greedy Algorithms55 Dynamic Programming51

Software Engineering and Design Patterns

Introduction to Software Engineering55 Software Requirements Gathering and Analysis58 Software Design Principles and Patterns50 OOP Principles and Encapsulation50 Data Structures and Algorithms54 Design Patterns in OOP55 Software Testing Fundamentals43 Test-Driven Development (TDD)22 Software Quality Assurance (SQA)48 Agile Software Development52 Cloud Computing and DevOps57 Artificial Intelligence (AI) in Software Engineering23

Cloud Computing and DevOps

Definition and Characteristics of Cloud Computing53 Cloud Service Models47 Cloud Deployment Models46 Virtualization and Cloud Infrastructure53 Cloud Storage and Compute Services48 Cloud Networking and Security52 DevOps Principles and Practices51 Cloud Management Tools and Techniques57 Cloud Governance and Compliance50 Serverless Computing and Functions-as-a-Service50 Edge Computing and IoT56 Artificial Intelligence and Machine Learning in the Cloud22

Data Analytics and Visualization

Definition and Importance of Data Analytics21 Types of Data and Data Sources51 Data Visualization Techniques58 Data Collection and Extraction54 Data Cleaning and Transformation50 Data Integration and Harmonization59 Univariate Analysis43 Bivariate Analysis55 Multivariate Analysis34 Principles of Effective Data Visualization58 Choosing the Right Visualization Technique51 Interactive and Dynamic Visualizations50 Data Analytics in Business53 Data Analytics in Healthcare52 Data Analytics in Social Sciences51

Networking and System Administration

Introduction to Networking51 IP Addressing48 Network Routing52 Network Security Threats50 Network Security Controls51 Network Security Best Practices48 Network Monitoring and Troubleshooting50 Network Configuration Management50 Network Capacity Planning57 Cloud Computing Concepts40 Cloud Providers48 Cloud Security57 Linux System Administration52 Windows System Administration47 System Administration Best Practices53

Australia

Further Education

Computer Science and IT

Kostenlose Übungen

Machine Learning and Artificial Intelligence

Definition and Overview of Machine Learning57 Machine Learning Process and Workflow52 Ethical Considerations in Machine Learning52 Linear Regression50 Logistic Regression53 Decision Trees and Random Forests56 Support Vector Machines42 Clustering Techniques52 Dimensionality Reduction54 Anomaly Detection22 Natural Language Processing50 Computer Vision53 Robotics25

Cybersecurity and Ethical Hacking

Definition and Scope of Cybersecurity55 Cyber Threats and Vulnerabilities51 Security Controls and Best Practices39 Principles and Legalities of Ethical Hacking56 Vulnerability Assessment and Penetration Testing51 Exploitation and Mitigation Strategies53 Network Security Concepts and Protocols56 Firewalls and Intrusion Detection Systems56 Virtual Private Networks (VPNs) and Secure Remote Access44 Cloud Security Models and Services53 Securing Cloud Infrastructure and Applications57 Compliance and Risk Management in Cloud Environments55 Incident Response Planning and Preparation56 Incident Detection and Analysis52 Containment, Eradication, and Recovery51

Advanced Data Structures and Algorithms

Definition and Characteristics of Advanced Data Structures46 Applications of Advanced Data Structures59 Time and Space Complexity Analysis52 Binary Trees50 Binary Search Trees54 AVL Trees51 Red-Black Trees59 Graph Representation and Traversal8 Minimum Spanning Trees56 Shortest Paths1 Hash Functions and Hash Tables54 Open Addressing and Chaining39 Divide-and-Conquer40 Greedy Algorithms55 Dynamic Programming51

Software Engineering and Design Patterns

Introduction to Software Engineering55 Software Requirements Gathering and Analysis58 Software Design Principles and Patterns50 OOP Principles and Encapsulation50 Data Structures and Algorithms54 Design Patterns in OOP55 Software Testing Fundamentals43 Test-Driven Development (TDD)22 Software Quality Assurance (SQA)48 Agile Software Development52 Cloud Computing and DevOps57 Artificial Intelligence (AI) in Software Engineering23

Cloud Computing and DevOps

Definition and Characteristics of Cloud Computing53 Cloud Service Models47 Cloud Deployment Models46 Virtualization and Cloud Infrastructure53 Cloud Storage and Compute Services48 Cloud Networking and Security52 DevOps Principles and Practices51 Cloud Management Tools and Techniques57 Cloud Governance and Compliance50 Serverless Computing and Functions-as-a-Service50 Edge Computing and IoT56 Artificial Intelligence and Machine Learning in the Cloud22

Data Analytics and Visualization

Definition and Importance of Data Analytics21 Types of Data and Data Sources51 Data Visualization Techniques58 Data Collection and Extraction54 Data Cleaning and Transformation50 Data Integration and Harmonization59 Univariate Analysis43 Bivariate Analysis55 Multivariate Analysis34 Principles of Effective Data Visualization58 Choosing the Right Visualization Technique51 Interactive and Dynamic Visualizations50 Data Analytics in Business53 Data Analytics in Healthcare52 Data Analytics in Social Sciences51

Networking and System Administration

Introduction to Networking51 IP Addressing48 Network Routing52 Network Security Threats50 Network Security Controls51 Network Security Best Practices48 Network Monitoring and Troubleshooting50 Network Configuration Management50 Network Capacity Planning57 Cloud Computing Concepts40 Cloud Providers48 Cloud Security57 Linux System Administration52 Windows System Administration47 System Administration Best Practices53