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OpenLearning

Principles of Artificial Intelligence

via OpenLearning

Overview

Course Experience

You will access the course learning materials and take part in interactive learning activities each week, along with a cohort of other students. You'll work on a project throughout the course to guide your exploration of AI and machine learning. At three key milestone points, you'll create and submit assessed work on a project.

You can access all of the course materials and engage in all of the course learning activities right here in the platform. You will have 3 hours per week of live contact time with a lecturer comprising of:

  • A 2 hour seminar workshop, held at 2pm-4pm (Australian Eastern Daylight Time) every Tuesday
  • A 1 hour (optional) consultation, held at 2pm-3pm (Australian Eastern Daylight Time) every Wednesday

Your lecturer will review your work on learning activities and provide you with feedback on the three assessed milestone submissions during the course.

Course Structure

Week 1: Introduction to Artificial Intelligence

Week 2: Basics of Machine Learning and AI Applications

Week 3: Introduction to Deep Learning and Neural Networks

Week 4: Introduction to Natural Language Processing

Week 5: NLP and Language Generation Models

Week 6: Introduction to Computer Vision

Week 7: Advanced Computer Vision

Week 8: Ethical Considerations in AI Development

Week 9: AI Applications in Various Domains

Week 10: Future Implications

Syllabus

  • Analyse the evolution of AI technology and contrast AI and machine learning to traditional programming and software
  • Research machine learning techniques and apply appropriate techniques to the development of machine learning models
  • Design and interpret deep learning neural networks, including Convolution Neural Networks (CNNs) and Recurrent Neural Networks (RNNs)
  • Plan, design and create AI applications in various domains, including Natural Language Processing (NLP) and computer vision
  • Evaluate the ethical considerations in the development and use of AI technology
  • Appraise the future of AI and its impact on our society, industries and culture

Taught by

Dr Shaun Thompson

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