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Interdisciplinary Learning

YOUR ROADMAP

Complete Interdisciplinary Learning in Five Stages

Each stage has clear completion criteria.

QUICK START

What Would You Like to Do?

Skip ahead directly to the task you need.
01

EXPLORE

Explore Programs & Courses

Review the program requirements first, then find available courses for this semester.

Review Program Regulations

Open the interdisciplinary program overview to review requirements, required and elective courses, and total credits.
  • Confirm the minimum required credits
  • Identify required and elective courses
  • Check eligibility and restrictions
Open Program Overview

Search This Semester's Courses

Information System › Course Syllabus Search › Type

Select “Microprogram Courses” or “Program Courses.”

Search Courses

Verify the Course's Program

Verify before enrolling. (Final credit recognition is subject to each program's regulations.)

Check the notes to confirm whether the course counts toward your intended program.

View Course Notes
02

APPLY & CONSULT

Apply & Consult

Choose a program and advisor, complete the form, and be sure to submit it for review.

Course Affairs – Enrollment/Withdrawal › Apply for a (Micro) Credit Program › Credit Program Application
  1. 1Select the program you wish to apply for
  2. 2Select an advisor
  3. 3Enter notes
  4. 4Save the application
  5. 5Return to the application list
  6. 6Click “Submit for Review”
! Essential Final Step

Clicking “Save” does not complete the application; you must click “Submit for Review.”

03

ENROLL

Enroll & Study

Enroll from the recommended list and continue checking the program regulations.

  1. 1View Recommended CoursesThe system lists courses that match your approved program.
  2. 2Select Add CourseSelect “Add (Micro) Credit Program Course.”
  3. 3Complete VerificationEnter the verification code and confirm the enrollment result.
04

TRACK

Track Progress

Review required, earned, and remaining credits to plan your next semester.

  1. 1Open the Progress InquiryInformation System
  2. 2Select a ProgramCredit Program Application
  3. 3Review Courses and Credit StatusFind your program and select “Details.”
05

COMPLETE

Complete & Get Certified

After meeting the requirements, submit your records to the program office for review and certification.

  1. 1Confirm Completion RequirementsVerify total credits and required/elective course requirements.
  2. 2Apply for Completion or a CertificateDownload and complete the program review form, then submit it to the responsible office.
  3. 3Wait for Administrative Review
  4. 4Collect or Download the Certificate
Sample program certificate

FAQ

Common Questions

Is my application complete after I click Save?+

Not yet. Return to the application list and click “Submit for Review.”

Do I need to take every recommended course?+

Not necessarily. The program regulations determine the actual requirements.

Can I add multiple courses at once?+

According to the interface shown, only one course can be added at a time.

X + AI 2.0 · Learning with AI

Let Your Major
Evolve with AI

X is your disciplinary core; AI amplifies what your major can do. Move from learning about AI to learning with AI throughout four years of professional study and real-world practice.

WHY X + AI

Not everyone needs to become an AI engineer.
What matters is knowing how AI works with your discipline.

Since 2020, I-Shou University has advanced X+AI interdisciplinary courses across engineering, healthcare, design, business and other fields. X+AI 2.0 connects professional learning, AI collaboration and responsible use through coherent course pathways.

250+
Faculty engaged in course design and teaching innovation
609
Courses offered to date
100%
Undergraduates completing programming coursework
≈50%
Students taking advanced AI courses
FROM 1.0 TO 2.0 · EXPLORE YOUR X

What Can Your X Become with AI?

Move from isolated courses to a coherent professional pathway. Students stay grounded in their own discipline while progressively turning AI into professional capability.

Infographic showing X+AI evolving from dispersed courses to connected, interdisciplinary X+AI 2.0 thematic course clusters
MIS × AI

AI and Smart Connected Applications Course Cluster

Artificial Intelligence: Technologies and Applications
Database Management
Smart Internet of Things
BUSINESS ADMINISTRATION × AI

Smart Business Management and Decision-Making

AI Marketing Management
Financial Management with AI Assistance
Strategic Management and AI Applications
BIOMEDICAL ENGINEERING × AI

Smart Biomedical Measurement

Smart Biomedical Electronics
Medical Signals and Systems
Medical Instrumentation and Intelligent Measurement
LEARNING JOURNEY

Built Progressively Across Four Years

From foundational literacy to interdisciplinary practice, each stage produces visible evidence of capability.

STEP 01

UNDERSTAND AI

Understand AI, data, generative AI and fundamental computational thinking.

STEP 02

USE AI

Develop skills in AI tools, prompt design, data analysis and problem decomposition.

STEP 03

MAJOR + AI

Apply AI to questions and challenges within your own discipline.

STEP 04

INTERDISCIPLINARY PRACTICE

Integrate capabilities through themed course pathways, micro-programs, capstones and industry projects.

STEP 05

BUILD YOUR PORTFOLIO

Create work, projects, competition entries, certificates and career-connected evidence of learning.

RESPONSIBLE AI USE

Use AI—and Use It Responsibly

Prioritize course rules, disclose AI use, verify content, protect data and retain human accountability—so generative AI is used reasonably, transparently and responsibly in teaching and learning.

01FOLLOW COURSE RULES

Check what the instructor, syllabus, assignment and assessment rules permit.

02DISCLOSE AI USE

State the tool, purpose, scope of use, and how you revised and verified the output.

03VERIFY AND THINK CRITICALLY

Check facts, data, citations and code results; never assume an AI response is correct.

04PROTECT PRIVACY

Do not enter personal data, medical records, unpublished research, exam items, student work or confidential partner information.

05HUMANS REMAIN ACCOUNTABLE

AI is an assistive tool; users remain responsible for quality, ethics, copyright and final work.

ALLOWED

When Explicitly Permitted

Use for concept clarification, ideation, language practice, editing, debugging and learning feedback.

CONDITIONAL

Disclose and Verify

For research searches, translation, data organization, generated content and code, follow course rules, disclose use and verify results.

PROHIBITED

When It Undermines Learning or Ethics

Do not use AI for ghostwriting, plagiarism, cheating, fabricated data or citations, evading course rules, or entering sensitive information.

Appropriate Uses for Students

  • Clarify concepts: Ask about definitions, principles, examples and directions, then verify with course materials and trusted sources.
  • Improve expression: Use AI for grammar, structure, translation and language practice while retaining your own ideas and authorship.
  • Generate ideas: Explore alternatives, scenarios and perspectives as starting points—not final answers.
  • Support research and coding: Use AI for keywords, reading leads, debugging and structural suggestions, then verify each result.
  • Strengthen critical thinking: Compare AI outputs with literature, course content and real data to identify bias and limitations.

What Students Should Avoid

  • Ghostwriting or plagiarism: Do not present complete AI output as your own assignment, report, work or thesis.
  • Cheating: Do not use AI during tests or examinations unless explicitly permitted.
  • Unverified citations: Do not use nonexistent sources, incorrect data or fabricated information.
  • Data disclosure: Do not enter personal data, medical records, research data, credentials or confidential content.
  • Overreliance: Do not skip understanding, judgment or hands-on work, or let AI replace core learning.

Student AI Use Disclosure Example

“This assignment used ______ for ______. Its use covered ______. I verified ______ and revised the generated content by ______. I remain responsible for all ideas, citations and final content.”

X+AI 2.0 REPORT

Course Activity Outcome Report of X+AI 2.0

Read the full report to explore course development, interdisciplinary collaboration and student learning outcomes.

View the Outcome Report
AI LITERACY × CRITICAL THINKING × INTEGRITY

Understand AI, Keep Your Judgment

AI can help you explore ideas, practise communication, organise information, and check your understanding. However, it does not truly understand content and may present errors with confidence. Knowing when to use AI, how to verify its output, and how to acknowledge its use is essential to working with AI.

01 · Introduction to AI

AI Produces Probable Answers, Not Answers Based on Understanding

Traditional AI often follows rules to perform specific tasks. Generative AI creates text, images, code, and other content from patterns in large datasets. Large language models predict sequences of words; they may appear to understand while still fabricating information.

01

Traditional AI

Uses predefined rules or models to perform specific tasks such as spell-checking, navigation, and voice assistance.

02

Large Language Models

Respond to prompts using language patterns learned from training data. They can generate fluent text, but fluency does not equal genuine understanding.

03

Generative Models

Can generate text, images, audio, code, and data-analysis results, but may reproduce biases present in their training data.

Why Must AI Output Be Verified?
AccuracyIt may invent facts, quotations, or sources, or make basic calculation errors.
BiasTraining data may amplify certain cultural perspectives while overlooking other experiences.
Rights & PrivacyYour input may involve personal data, copyright, confidential information, or licensing restrictions.
Work Alongside AI—Do Not Hand Over Your Judgment.

AI can help generate practice questions, compare explanations, support brainstorming, or check understanding. Important information should still be verified against course materials, original sources, and trustworthy references.

02 · Responsible & ethical use

Responsible AI Use: Purpose, Rules, Verification, Privacy, Rights & Disclosure

The tool alone does not determine whether its use is appropriate. The learning context, assessment requirements, input data, and how the tool is used are what matter.

Start with the PurposeIs AI supporting understanding, or replacing a skill you are supposed to practise?
Check Course RulesDifferent assignments in the same course may have different AI rules.
Evaluate ReliabilityCheck sources, facts, context, bias, and whether important perspectives are missing.
Protect DataDo not enter personal data, confidential information, medical records, unpublished research, or identifiable information.
Respect Intellectual PropertyDo not upload course materials, full-text articles, or other people's work without the necessary rights or permission.
Disclose AI Use TransparentlyState what you used, how you used it, how much you adopted, and what you changed.

More Appropriate Uses

  • Uses explicitly permitted by the instructor.
  • Generating practice questions, examples, or brainstorming material.
  • Organising low-risk study notes after you understand the material.
  • Turning your own material into tables, outlines, or revision prompts.

Inappropriate Uses

  • The instructor prohibits AI, or the task is intended to assess your own ability.
  • Having AI produce an entire report, program, creative work, or analysis for you.
  • Using output when you cannot evaluate whether it is accurate, biased, or misleading.
  • Uploading personal, confidential, copyrighted, or unauthorised content.
Why Am I Using This Tool?Is it supporting my learning, or outsourcing my understanding?
How Am I Involved in the Process?Have I asked follow-up questions, compared outputs, and verified accuracy?
Is the Final Work Still Mine?Can I explain and defend the final work, and take responsibility for it?
03 · AI and assessments

Check the Permitted Level of AI Use for Every Assessment

Assessment rules may differ according to learning objectives, professional accreditation, or skills being assessed. The four-level structure below is proposed for this university demo; official labels and wording require university approval.

Unrestricted Use

AI may assist with ideas, writing, coding, or editing. You must still disclose its use, verify the output, and take responsibility for the final work.

Guided Use

AI may be used only for steps approved in the assessment instructions, such as brainstorming or grammar checking.

No AI Use

AI may not be used for ideation, outlining, writing, coding, or proofreading. The work must be completed independently.

Non-Assessment Activities

AI may be used for exploration or practice in ungraded activities, while still respecting data, rights, and learning goals.

1
Read the Instructions CarefullyDo not assume a new assignment follows the rules of an earlier one in the same course.
2
Save Prompts and OutputsKeep conversations, screenshots, drafts, and a record of how the output was used.
3
Disclose as RequiredDescribe the tool, purpose, interactions, and human revisions.
If the instructions are unclear or contradictory, or if you are unsure whether proofreading or translation tools use generative AI, ask your instructor before using them.
04 · Creating effective prompts

An Effective Prompt Is an Iterative Cycle, Not a Single Command

The clearer the role, purpose, audience, subject constraints, and output format, the more likely you are to receive useful results. Even an excellent prompt cannot replace verification.

The Prompt-and-Output Iteration Cycle
Design the PromptAdd context, constraints, and format
Analyse the OutputCheck accuracy, bias, and omissions
Revise and Ask AgainNarrow the scope or adjust requirements
Use with CareIntegrate the content using your own judgment
PPersonaRole & Context
AAimGoal & Task
RRecipientsAudience & Level
TThemeTopic, Tone & Constraints
SStructureOutput Format & Order
I-Shou University Demo Prompt

I am a second-year nursing student reviewing patient-safety concepts. Create five scenario-based practice questions for students at my level. Show only one question at a time and wait for my answer before giving feedback. Use only the class notes I provide; do not add outside information. Ask me first if the information is insufficient.

This example specifies the role, purpose, audience, subject scope, interaction pattern, and output structure. Answers should still be checked against course materials.

05 · Using AI to make summaries

Define the Purpose Before Deciding How Much AI Should Summarise

Summaries can help you grasp content quickly, organise notes, and check understanding, but they may oversimplify, omit context, or contain errors. Important material still requires reading the original source.

Descriptive Summary

Explains what the material covers and how it is organised without detailed evaluation.

  • Topic overview
  • Reading preview
  • Quick review

Informative Summary

Retains key arguments, evidence, data, examples, and conclusions.

  • Comprehensive notes
  • Comparison across sources
  • Early-stage research organisation

Analytical / Critical Summary

Examines arguments, evidence, assumptions, limitations, and possible implications.

  • Deeper understanding
  • Critical thinking
  • Application across contexts
ClarifyAsk AI to explain the idea differently, then confirm the explanation with course materials.
ConsolidateGenerate key points from notes you are permitted to use, then add anything important that was omitted.
ConfirmCompare your own summary with the AI summary and analyse the reasons for any differences.
Confirm Upload Rights FirstCourse materials, database articles, and other people's work may not be permitted as AI input.
Specify Focus and FormatState which arguments and evidence to retain, along with the desired length and presentation.
Verify Against the OriginalCheck that key points, data, quotations, and context have not been distorted.
Maintain Your Summarising SkillsPractise summarising yourself so you can recognise AI errors and oversimplification.
06 · Acknowledging AI use

Acknowledge Not Only the Tool, but How AI Contributed

AI conversations are not always reliably reproducible and may not be adequately documented through conventional citation alone. When AI is permitted or required in an assessment, provide a written disclosure and retain evidence of the process as instructed.

Tool UsedName, version, or service link
PurposeIdeation, explanation, editing, or summarising
Interaction HistoryPrompting approach, number of interactions, and scope of use
Human RevisionsVerification, rewriting, additions, and deletions

AI Use Disclosure Template (Demo)

“For this assignment, I used [tool name/link] to assist with [purpose]. I conducted [number] main prompting and revision interactions. I used the tool for [scope of use] and verified the content through [verification method]. I then completed [rewriting, additions, deletions, or other revisions] myself. Full prompt and draft records are available upon request.”

Save Conversations or ScreenshotsKeep the date, prompts, outputs, and context of use.
Create a Tracking RecordKeep each interaction and the content used in one place.
Mark Changes Between DraftsDistinguish your own writing, AI suggestions, and later revisions.
Whether in-text citations or reference-list entries are also required depends on the assessment instructions and designated citation style. If AI is permitted but you did not use it, your course may still require a declaration.