AI Creative Workflow

Essential AI Tools for Designers

• Introduction to the course structure
• Objectives and outcomes
• Overview of AI in the design industry

Understanding AI

• Basic concepts of AI
• History and evolution of AI
• Types of AI (Narrow AI, General AI, Machine Learning, Deep Learning)
• Automated colour correction

Overview of AI in Design

• Current applications of AI in design
• Benefits and challenges of integrating AI into design processes
• Case studies of AI in design

Concept Development

• Brainstorming
• Idea generation
• Collaborative artboards
• Inspiration

Machine and Deep Learning

• What is machine learning?
• Types of machine learning (supervised, unsupervised, reinforcement learning)
• Key algorithms and techniques

Deep Learning Essentials

• Introduction to neural networks
• Convolutional Neural Networks (CNNs) for image processing
• Generative Adversarial Networks (GANs) for creative design

Tools and Framework

• Overview of popular AI tools and frameworks (TensorFlow, PyTorch, Keras)
• Setting up the environment for AI projects

AI-Powered Design Tools

• Tools and applications (Adobe Sensei, Canva, etc.)
• Practical examples of AI in graphic design

Design Creation and Enhancement

• Neural Filters for photo enhancement and manipulation
• Content-Aware Fill
• Automated colour correction

UX/UI Design

• User behaviour analysis and prediction
• Automated prototyping and wireframing
• Personalization and A/B testing

Meta AR/VR

• AR filters and effects for interactive Facebook and Instagram stories/posts
• Oculus VR for enhanced experiences

Photography and Visual Arts

• AI photo editing assistance
• Sky Replacement
• Skin enhancement
• Automated background removal
• Colour grading for image enhancement
• Face recognition for organisation and management
• Tagging and categorising images for organisation and management

Editing Image and Videos

• Automated editing techniques
• Style transfer and creative effects
• Video editing with AI
• Batch processing

Meta Videos and Audio Processing

• Automatic captioning
• Voice commands

Animation and Motion Graphics

• AI in character animation
• Motion graphics automation
• Case studies and practical applications
• Automated keyframing

Typography and Layout

• Automated font pairing and selection
• Handwriting and font conversion
• Responsive and adaptive design
• Layout generation with AI

Creative Collaboration

• AI-managed version control for real-time project collaboration
• Project management (design process tracking)

User Research and Testing

• AI tools for user research (Hotjar, UserTesting)
• A/B testing and multivariate testing with AI

Data-Driven Design

• Importance of data in design
• Responsive and adaptive design
• Collecting and analysing design data
• Meta User behaviour analysis

Personalization and Predictive Design

• Using AI for personalized user experiences
• Predictive design techniques
• Meta AI algorithm analysis (user interactions, preferences, and behaviours) for personalised content
• Meta Targeted ads

Meta Natural Language Processing (NLP)

• Chatbots and virtual assistance
• Translation services

Ethical Considerations

• Ethical implications of AI in design
• Bias and fairness in AI algorithms
• Privacy and data security

Future Trends in AI and Design

• Emerging trends and technologies
• The future of human-AI collaboration in design
• Preparing for the future: skills and learning

Project Planning and Proposal

• Selecting a project topic
• Defining objectives and outcomes
• Project proposal submission

Project Development

• Implementing AI tools and techniques
• Regular progress reviews and feedback