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AI+ Learning & Development™
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Introduction
Course Introduction
Audio Book: Introduction AI+ Learning & Development
Module 1: Introduction to Artificial Intelligence (AI) in Education
Module 1: Introduction to Artificial Intelligence (AI) in Education
Audio Book: Introduction to Artificial Intelligence (AI) in Education
Podcast: Introduction to Artificial Intelligence (AI) in Education
1.1 Definition and Types of AI
1.2 AI: Evolution and Current Trends
Activity: Flip a Card
1.3 Personalized Learning
1.4 Automated Adaptive Learning and Content Delivery
Activity: Drag and Drop
1.5 Language Models for Personalized Learning
1.6 Augmented and Virtual Reality
Activity: Hotspot
1.7 Predictive Analytics in Grading
1.8 Feedback for Educators
Activity: Quiz
1.9 Privacy, Data Security, and Bias in AI Grading Systems
1.10 Future of AI in Education
Activity: Case study
Activity: Lets Check your Knowledge
Hands - On 1
Hands - On 2
Quiz
Tools Walkthrough - Deepchecks
Module 2: Machine Learning Fundamentals
Module 2: Machine Learning Fundamentals
Audio Book: Machine Learning Fundamentals
Podcast: Machine Learning Fundamentals
2.1 Machine Learning: Concepts and Types
2.2 Applications in L&D
Activity: Quiz
2.3 Algorithm Basics: Training & Testing
2.4 Use Cases in L&D (Supervised Learning)
Activity: Popup
2.5 Algorithm Basics: Finding Patterns in Data
2.6 Use Cases in L&D (Unsupervised Learning)
Activity: Tab
2.7 Basics and Key Algorithms of Reinforcement Learning
2.8 Applications of Reinforcement Learning
Activity: Multiple Choice Questions
2.9 Data Cleaning and Model Evaluation
2.10 Ethical Considerations and Bias Mitigation
Activity: Scenario
Activity: Lets Check your Knowledge
Hands - On 1
Hands - On 2
Quiz
Tools Walkthrough - Fairlearn
Module 3: Natural Language Processing (NLP) For Educational Content
Module 3: Natural Language Processing (NLP) For Educational Content
Audio Book: Natural Language Processing (NLP) For Educational Content
Podcast: Natural Language Processing (NLP) For Educational Content
3.1 Introduction to NLP
3.2 Key NLP Technologies and Language Models
Activity: Hotspot
3.3 Text Analysis for Learning Materials
3.4 Readability and Complexity Assessment
3.5 Semantic Content Enrichment
Activity: Case study
3.6 Learner Profiling and Needs Analysis
3.7 Dialogue Systems and Chatbots for Learning
Activity: Quiz
3.8 Automated Essay Scoring
3.9 Sentiment Analysis for Feedback Interpretation
3.10 Predictive Analytics for Performance
Activity: True or False
Activity: Lets Check your Knowledge
Hands - On 1
Hands - On 2
Quiz
Tools Walkthrough - Coursebox AI LMS
Module 4: AI Driven Content Creation and Curation
Module 4: AI-Driven Content Creation and Curation
Audio Book: AI-Driven Content Creation and Curation
Podcast: AI Driven Content Creation and Curation
4.1 Automated Content Generation
4.2 Enhancing Creativity, Customization and Localization
Activity: Accordian
4.3 Personalized Learning Paths and Real-time Content Adaptation
4.4 Integration with Learning Management Systems (LMS)
Activity: Drag and Drop
4.5 Automating Question Creation and Adaptive Testing
4.6 Instant Feedback Mechanisms
Activity: Quiz
4.7 Content Aggregation and Filtering
4.8 Relevance, Quality Scoring and Continuous Content Update
Activity: True or False
4.9 Maintaining Accuracy ,Reliability and Addressing Bias
4.10 Intellectual Property and Copyright Issues
Activity: Tab
Activity: Lets Check your Knowledge
Hands - On
Quiz
Tools Walkthrough - Moodle
Module 5: Adaptive Learning Systems
Module 5: Adaptive Learning Systems
Audio Book: Adaptive Learning Systems
Podcast: Adaptive Learning Systems
5.1 Principles of Adaptive Learning
5.2 Adaptive Learning: Technologies, Benefits, and Challenges
Activity: Quiz
5.3 Learner Modelling
5.4 Content Modelling and Adaptivity and Personalization Mechanisms
Activity: Popup
5.5 Integration with Existing Systems
5.6 Scalability, Accessibility, Continuous Improvement and Feedback Loops
Activity: Drop down
5.7 Dynamic Assessment Methods
5.8 Feedback, Support, and Measuring Effectiveness
Activity: Drag and Drop
5.9 Data Privacy and Security
5.10 Bias, Fairness, Informed Consent, and Transparency in AI
Activity: Case study
Activity: Lets Check your Knowledge
Hands - On
Quiz
Tools Walkthrough - Teachable
Module 6: Ethics and Bias in AI for L&D
Module 6: Ethics and Bias in AI for L&D
Audio Book: Ethics and Bias in AI for L&D
Podcast: Ethics and Bias in AI for L&D
6.1 Fundamentals of AI Ethics, Ethical Design and Development
6.2 Global Perspectives on AI Ethics
Activity: Hotspot
6.3 Data Privacy Principles, Consent and Data Control
6.4 Mitigating Privacy Risks
Activity: Quiz
6.5 Identifying Biases in AI
6.6 Impact of Bias and Strategies for Mitigating Bias
Activity: Drag and Drop
6.7 Engaging Learners Ethically and Transparency with AI Tools
6.8 Learner Autonomy and AI
Activity: Drop Down
6.9 Evolving Ethical Standards and Innovations in Ethical AI
6.10 Preparing for an AI-Ethical Future in L&D
Activity: Tab
Activity: Lets Check your Knowledge
Hands - On
Quiz
Tools Walkthrough - LearnWorlds
Module 7: Emerging Technologies and Future Trends
Module 7: Emerging Technologies and Future Trends
Audio Book: Emerging Technologies and Future Trends
Podcast: Emerging Technologies and Future Trends
7.1 AR for Interactive Learning
7.2 Practical Applications of AR and Development Tools and Challenges
Activity: Popup
7.3 VR for Immersive Experiences and Curriculum Integration
7.4 Hardware and Software Considerations
Activity: Quiz
7.5 Adaptive Learning Platforms
7.6 Predictive Analytics in Education and Ethical and Privacy Concerns
Activity: Flip a Card
7.7 Secure Learning Records
7.8 Smart Contracts for Education and Decentralized Education Systems
Activity: Multiple Choice Questions
7.9 Natural Language Processing (NLP) Enhancements and Generative AI for Content Creation
7.10 Ethical AI and Inclusive Technologies
Activity: Case Study
Activity: Lets Check your Knowledge
Hands - On
Quiz
Tools Walkthrough - Slidesai.io
Tools Walkthrough - 360 Learning
Module 8: Implementation and Best Practices
Module 8: Implementation and Best Practices
Audio Book: Implementation and Best Practices
Podcast: Implementation and Best Practices
8.1 Needs Assessment
8.2 Technology Alignment and Stakeholder Engagement
Activity: Drag and Drop
8.3 Evaluating AI Solutions
8.4 Cost-Benefit Analysis and Vendor Selection
Activity: True or False
8.5 Pilot Programs
8.6 Training, Support & Integration
Activity: Scenario
8.7 Performance Metrics and Feedback Loops
8.8 Adaptive Learning and Iteration
Activity: Hotspot
8.9 Data Privacy and Security
8.10 Ethical AI Practices and Regulatory Compliance
Activity: Multiple Choice Questions
Activity: Lets Check your Knowledge
Hands - On
Quiz
Tools Walkthrough - Roshi AI
Tools Walkthrough - FlowGPT
Additional Module - AI Agents For Learning & Development
AI Agent Learning & Development
1.1 Introduction to AI Agents in Learning & Development
1.2 Core Characteristics of AI Agents
1.3 Types of AI Agents
1.4 Case Study: AI-Powered Learning & Development with IBM Watson AI
Interactive Quiz/Activity - HOTSPOT
Graded Assessment- 5 Questions
Resources
AI+ Learning & Development Blueprint
AI+ Learning & Development Detailed Curriculum
AI+ Learning & Development Tools
AI+ Learning & Development Reference Videos and Links
AI CERTs Exam Guidelines
AI CERTs Exam Guidelines
AI+ Learning & Development Examination
AI+ Learning & Development Examination
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