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

Practical AI Solution Building Quiz

AI Engineering Building Real-World AI Solutions Practical AI Solution Building Quiz

Practical AI Solution Building Quiz

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Question 1 of 5

1. Question
What is the first step in designing a practical AI solution?
- Understand user needs and problems
- Select algorithms for model
- Prepare data for training
- Test model with new data
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Question 2 of 5

2. Question
Which phase comes after defining the problem in AI projects?
- Collect and prepare relevant data
- Debug existing models
- Deploy the model in production
- Monitor user feedback
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Question 3 of 5

3. Question
How do you test AI models effectively?
- Check performance on new unseen data
- Only review training data results
- Skip testing for faster deployment
- Use fixed rule logic testing
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Question 4 of 5

4. Question
What is a common challenge when debugging AI models?
- Issues caused by training data errors
- Coding syntax errors only
- Hardware malfunctions primarily
- User interface design flaws
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Question 5 of 5

5. Question
Why is iteration important in AI development?
- It improves model accuracy and reliability
- It reduces need for data collection
- It speeds up initial deployment
- It removes need for debugging
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