Foundations

Principles of Artificial Intelligence (Peking University): Review

Our editorial rating 4.0 / 5

Provider: Peking University — Prof. Wang Wenmin (Chinese University MOOC / XuetangX) Format: Cohort-style MOOC with fixed terms, assignment/exam deadlines, and a discussion forum; not self-paced Time: 12 weeks, 12 lectures; officially 3–5 hours per week, roughly 40–60 hours total Price: Free to watch and take quizzes; the verified certificate requires a fee — the price isn't visible without login, so check the course page at enrollment

Our verdict

The closest thing to an AIMA-based classical AI survey in Chinese — free, bilingual, and nationally accredited — but it's a classical course, not a frontier one, and the MOOC-platform sessions have contracted; check XuetangX for current enrollment windows.

Who it's for

Chinese-speaking CS undergrads and self-learners who want a rigorous classical-AI foundation (search, reasoning, planning, learning), and anyone who wants bilingual Chinese-English AI terminology

Who should skip it

Learners who only want deep learning / LLM applications, and true beginners with no math or programming background

Pros

  • Complete syllabus modeled on Russell & Norvig's AIMA; named a national-quality online course by China's Ministry of Education in 2018
  • Bilingual design: Chinese instruction with Chinese-English slides, assignments, and quizzes — good for building terminology
  • Referenced as a designated online resource in multiple universities' teaching syllabi; a proven framework for exam prep
  • Free to watch and quiz; transparent assessment structure (30% unit tests + 30% assignments + 40% final)

Cons

  • Classical AI focus — thin coverage of post-2020 deep learning and nothing on LLMs
  • Status shift: the most recent Chinese University MOOC run ended in June 2024 with no evidence of 2025–2026 sessions there; the course has partly moved to XuetangX
  • Very little dedicated public discussion of the course in recent years — community activity has clearly declined
  • Certificate requires an undisclosed fee; the platform dropped free certificates in 2019 and their value is widely questioned

Who’s writing this

I’m Lin Zhou — a Chinese full-stack developer who moved into AI applications, writing here as a bilingual reviewer. I didn’t study through this course myself; I went through it because a relative prepping for China’s graduate entrance exams asked which Chinese course could serve as a classical-AI backbone. My own classical foundations were patched together piecemeal, and I’ve always envied people who got to walk the AIMA line systematically. In the Chinese-speaking world, the closest thing to that is Peking University’s Principles of Artificial Intelligence, taught by Professor Wang Wenmin.

What it is

The course was designated a national-quality online open course by China’s Ministry of Education in 2018, and that accreditation holds up. The design is bilingual: Chinese instruction, with slides, assignments, and quizzes in both Chinese and English — genuinely useful if you’re building terminology across languages. Multiple universities list it as a designated online resource in their syllabi. Watching and quizzing is free; the verified certificate costs an undisclosed fee that isn’t visible without logging in — check at enrollment.

The status needs spelling out. The most recent run on Chinese University MOOC (icourse163) ran March–June 2024 and is marked closed, with no evidence of 2025–2026 sessions there. The same course is currently running on XuetangX — July 2026 to January 2027, with about 279,000 cumulative enrollments on the mirror page. It hasn’t been discontinued; its center of gravity has partly shifted platforms. If you want the cohort experience with deadlines and a forum, confirm the XuetangX window first.

Teaching language is Chinese. For English-only readers, that settles the question early — see the alternatives.

What’s inside

Twelve weeks, twelve lectures, roughly 40–60 hours total, following the AIMA arc: AI overview and history, intelligent agents, uninformed and heuristic search (A*), local search and evolutionary algorithms, adversarial search (alpha-beta pruning, Monte Carlo methods), constraint satisfaction, knowledge representation and logical reasoning, Bayesian networks, classical and real-world planning, and a four-lecture machine learning block covering supervised, unsupervised, and reinforcement learning. Search, reasoning, planning, learning in one line — a structural rigor rare among Chinese MOOCs. Assessment is transparent: 30% unit tests, 30% assignments, 40% final; 60 passes, 85 earns an honors certificate signed by the instructor.

Where it falls short

The syllabus is classical-first: post-2020 deep learning and LLMs are barely there. Dedicated public discussion of the course has also become scarce, a sign of declining community activity.

Chinese University MOOC dropped free e-certificates in October 2019, and paid certificates are widely seen as low-value. More important, take the prerequisites seriously — data structures, algorithms, probability, linear algebra, ideally some ML background. True beginners will hit the wall.

Alternatives

  • CS50’s Introduction to AI with Python — similar classical coverage with heavier, more open-ended projects, but English-taught and more demanding.
  • Andrew Ng’s ML Specialization — go straight to machine learning; PKU wins on the full search-reasoning-planning arc.
  • Hung-yi Lee’s NTU lectures — the opposite bet: frontier generative AI versus classical foundations. Choose by goal.

Bottom line

If you want a complete, rigorous map of classical AI in Chinese, this is still the first choice — free, bilingual, nationally accredited. But it’s a classical course, not a frontier one, and the icourse163 sessions have contracted: confirm the XuetangX enrollment window before planning around it. For English-only readers, CS50 AI gives you the same classical arc without the language barrier.

Last verified: August 22, 2026. We re-check course details periodically — see our methodology. Pricing and availability can change; always confirm on the official site.

Alternatives worth considering

Sources & verification

The facts on this page were checked against these sources on the dates shown. Pricing and enrollment claims age fastest — we re-verify them on a schedule.

  • icourse163.orgOfficial sitesyllabus · format · teaching language · instructorschecked 2026-08-22
  • higher.smartedu.cnOfficial siteformat · enrollmentchecked 2026-08-22
  • cnblogs.comCommunity discussionsyllabuschecked 2026-08-22
  • zhihu.comCommunity discussionpricing · certificationchecked 2026-08-22

Community reviews

No community reviews yet — be the first to share your experience.

Reader-submitted experiences, separate from our editorial rating above.

Not sure which course fits you?

Answer a few questions about your goals, experience, time, and budget — get a personalized shortlist in about three minutes.

Take the 3-minute quiz