AI Engineering

Introduction to AI Engineering

3 Topics | 1 Quiz

What is AI Engineering and Its Importance

Overview of AI Engineering Applications in South Africa

Basic Concepts and Terminology in AI Engineering

Fundamentals of AI Engineering Quiz

Foundations of Machine Learning

3 Topics | 1 Quiz

Understanding Machine Learning Fundamentals

Common Types of Machine Learning: Supervised, Unsupervised, Reinforcement

Data Preparation and Importance in AI Engineering

Machine Learning Basics Quiz

AI Algorithms and Models

3 Topics | 1 Quiz

Popular AI Algorithms Used in Engineering

Introduction to Neural Networks and Deep Learning

Evaluating Model Performance and Accuracy

Understanding AI Models Quiz

Programming for AI Engineering

3 Topics | 1 Quiz

Introduction to Python for AI

Using AI Frameworks and Libraries

Writing Simple AI Programs

Python and AI Programming Concepts Quiz

Data Management and Processing

3 Topics | 1 Quiz

Collecting and Cleaning Data for AI

Data Storage Solutions for AI Projects

Introduction to Big Data Concepts

Data Handling in AI Quiz

Introduction to AI Engineering Tools

3 Topics | 1 Quiz

Overview of AI Development Environments

Using Jupyter Notebooks for AI Projects

Version Control with Git for AI Engineers

AI Tools and Environments Quiz

Building Real-World AI Solutions

3 Topics | 1 Quiz

Designing AI Systems for Practical Use

Common AI Project Workflow Steps

Testing and Debugging AI Models

Practical AI Solution Building Quiz

Ethics and Responsibility in AI Engineering

3 Topics | 1 Quiz

Understanding Ethical Issues in AI

Bias and Fairness in AI Systems

Legal and Societal Considerations in South Africa

AI Ethics and Responsibility Quiz

Introduction to AI Deployment

3 Topics | 1 Quiz

Preparing AI Models for Deployment

Monitoring AI Systems Post-Deployment

Maintaining and Updating AI Solutions

AI Deployment and Maintenance Quiz

Practical AI Engineering Project

3 Topics | 1 Quiz

Planning an AI Project from Start to Finish

Implementing an AI Model with Real Data

Presenting and Evaluating Your AI Project

AI Project Implementation Quiz

Understanding AI Models Quiz

AI Engineering AI Algorithms and Models Understanding AI Models Quiz

Understanding AI Models Quiz

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Question 1 of 5

1. Question
Which AI algorithm splits data into groups using rules and is used for classification?
- Decision Trees
- Neural Networks
- Deep Learning
- Support Vector Machines
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Question 2 of 5

2. Question
What does each neuron do in a neural network before passing results to the next layer?
- Performs a simple calculation
- Stores data inputs
- Filters irrelevant data
- Matches patterns directly
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Question 3 of 5

3. Question
Why is deep learning important in AI applications?
- It uses many layers to learn complex patterns
- It simplifies decision trees
- It removes the need for data input
- It reduces the number of neurons required
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Question 4 of 5

4. Question
Which metric combines precision and recall to evaluate model performance?
- F1 Score
- Accuracy
- Loss Function
- True Negative Rate
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Question 5 of 5

5. Question
What is the main difference between training and testing AI models?
- Training adjusts the model, testing evaluates its accuracy
- Training collects data, testing builds the model
- Training predicts outcomes, testing stores results
- Training verifies results, testing collects inputs
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