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[TEA-T5] IDC4U Inter ...
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[TEA-T5] IDC4U Interdisciplinary Studies: Artificial Intelligence and Business Innovation (2024-25 T
AssessmentBook (30%)
Survey 4.1. Assessing Your Understanding of Machine Learning
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Xinghan (Stan) Li
3 jours 23 heures
Jiacheng (Jason) Shan
1 heure 43 min
Activité précédente
Exit Card 3.3
Activité suivante
Quiz 4.1: Understanding Machine Learning
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Course outline
Welcome Message from Paul Pu, the leading teacher
Welcome Message from AI Assistants
Course Roadmap of IDC4U Interdisciplinary Studies: AI and Business Innovation
Lesson 1.1. Building Connections and Community
Lesson 1.2, Community and Inquiry (KCI): Theory and Practice in This Course
Lesson 1.3: Exploring the Power of Design Thinking
Lesson 2.1: Introduction to Startups and Competitive Strategies
Lesson 2.2: Develop Ideas for Your Startups
Lesson 3.1: Artificial Intelligence and Its History
AI Terminologies and Definition
Lesson 3.2 Discovering Algorithms through AI-Enhanced Learning
Lesson 3.3 Learning Algorithms in Coding with AI Tools like ChatGPT
Lesson 4.1 Understanding Machine Learning
Lesson 4.2 Data Science and Artificial Intelligence
Midterm Test: Inquiry-Based Problem Solving with AI Tools
Lesson 4.3 Planning Data Sources for Your Startup Company
Lesson 4.4 Planning Machine Learning Solutions for a Startup
Lesson 5.1 Understanding Natural Language Processing (NLP) and Prompt Engineering
Lesson 5.2 Planning Natural Language Processing(NLP) Solutions for a Startup
Lesson 6.1: Exploring Generative AI and Its Tools
Lesson 6.2: Creating a Promotional Video for Your Startup Using Generative AI Tools
Lesson 7.1: Robotics and Its Business Applications
Lesson 8.1: AI and Ethical
Lesson 8.2: AI and Job
Lesson 9.1: The future of AI
Activity1.1.1: Developing Inquiry Skills: Exploring Interpersonal Skills
Activity 1.2.1: Research Using the KCI Framework and ChatGPT
Activity 1.3.1: Sketch a Diagram of the Design Thinking Proces
Activity 1.3.2: Design Thinking in Practice(1 hour 45 minutes)
Activity 2.1.1: Mapping Airbnb's Journey to Success
Activity 2.1.2: Teams analyze a case study to identify which competitive strategy
Activity 3.1.1: Understanding Geoffrey Hinton - Contributions and Perspectives
Activity 3.1.2, Active Learning: Applying AI History to Brainstorm AI and Sustainability
Activity 3.2 Discovering Algorithms through AI-Enhanced Learning
Activity 3.3.1: Learning to Code Your Logic
Activity 3.3.2: Calculating the GCD
Activity 3.3.3: Performance Comparison of Sorting Algorithms
Activity 4.1.1 Using Teachable Machine
Extra 1.1: DeepSeek vs. ChatGPT: User Experience Comparison
Activity 5.1: Hands-On NLP Exercises: Applying Prompt Engineering to Startups
Activity 5.2： The Key Differences Between DeepSeek and ChatGPT
Project Step 2 Activity: Building Your Startup Team and Crafting Your Vision
Project Step 3-Activity: Planning data sources for your startup company
Activity: Project Step 4-Planing Machine Learning solutions for your startup company
Activity: Final project collaboration
7 Examples of Design Thinking in Practice
Case Study: Startup Success Story: The Airbnb Revolution
Porter's five forces analysis for Tesla
Case Study: Bill Gates Motivational Videos
Top 30 NLP Use Cases in 2024: Comprehensive Guide
Survey 1.1.1: Your insights about Artificial Intelligence
Survey 1.1.2: Your insights to Enroll in this AI and Business Innovation Course
Survey 1.1.3 Exit Card: Building Connections and Community
Assignment 1.1: Build Your Online Profile and Greet Your Classmates
Exit Card 1.2.: Short Survey
Exit Card1.3: Short Survey
Quiz 1.3.1: Design Thinking
Quiz 2.1.1: Startups and Competitive Strategies
Exit Card 2.1
Exit Card 2.2
Survey 3.1. Assessing Your Understanding of the History of AI: A Survey on Learning Objectives
Quiz 3.1, Artificial Intelligence and Its History
Exit Card 3.1
Survey 3.2.1. Assessing Your Understanding of Algorithms: A Survey on Learning Objectives
Quiz 3.2: Discovering Algorithms through AI-Enhanced Learning
Test 1_X: Evaluation of Knowledge in Design Thinking, Business Competitive Strategies, and Artificial Intelligence Concepts
Survey 3.3.1. Assessing Your Understanding of Programming Languages: A Survey on Learning Objectives
Exit Card 3.2
Quiz 3.3： Learning Algorithms in Coding with AI Tools like ChatGPT
Exit Card 3.3
Quiz 4.1: Understanding Machine Learning
Exit Card 4.1
Test 2: Evaluation of Knowledge in Algorithms， programming language， and Machine Learning.
Midterm Test – Inquiry-Based Problem Solving with AI Tools
Exit Card 4.2
Guest Survey 1.1. Guest Speaker: Dr. Bao on AI in Marketing – A Case Study
Guest Survey 1.2. Guest Speaker: Professor Lin on AI in Marketing
Guest Survey 1.3. Guest Speaker: Professor Preeti Raman on Data Analytics and Visualizations
Exit Card 4.3
Exit Card 4.4
Survey 5.1. Assessing Your Understanding of natural language processing (NLP) and Its Business Applications: A Survey on Learning Objectives
Quiz 5.1: NLP and Prompt Engineering
Exit Card 5.1
Learning Progress Survey: Exploring KCI, Design Thinking, and Project-Based Learning in AI and Business Innovation
Quiz 7.1 Robotics
Test 3: Evaluation of Knowledge in NLP and Prompt Engineering
Survey 9.1: End-of-Course Reflection Survey on Redefinition of Teaching and Learning through AI in an Interdisciplinary Context
Project Step 1: Develop Your Ideas and Assemble Your Startup Team
Midterm Project: Inquiry-Based Problem Solving with AI Tools
Project Step 3: Planning data for your startup company
Project Step 4- Planning Machine Learning Solutions for your startup company
Project Step 5- Planning for Natural Language Processing (NLP) Applications in Your Startup
Final Project: Implementing AI Initiatives in Your Startup Business
Project Step 1: Develop Your Startup Ideas and Build Your Team
Project Step 2: Building Your Startup Team and Crafting Your Vision
Project Step 3: - Planning data sources for your startup company
Project Step 4: - Planning Machine Learning Solutions for your startup company
Project Development Roadmap Step 5_Planning for Natural Language Processing (NLP) Applications in Your Startup
Project Step 6. Creating a Promotional Video or PPT for Your Startup Using Generative AI Tools
Project Development Roadmap Step 7_Planning for Using robotics in your organization
Project Development Roadmap Step 8_AI, Employment, and Ethical Considerations
Final Project: Implementing AI Initiatives in Your Startup Business