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[[https:// | [[https:// | ||
- | ====== 討論方式 | + | ====== 討論平台 |
- | *每週會開一頁Hackpad,讓大家可以共同編輯閱讀時想到的問題和解答。每週也會有一次討論會,由同學自願幫大家簡單介紹課程大綱和心得,同時帶大家檢討Hackpad未完成的問題。 | + | |
- | *時間:12: | + | |
- | *地點:R301 | + | |
- | [[https:// | + | |
====== Schedule ====== | ====== Schedule ====== | ||
^Topic^Week^Meeting Time^ | ^Topic^Week^Meeting Time^ | ||
- | |Introduction and Overview |(Week 1)|7-11 | | + | |Introduction and Overview |(Week 1)| | |
- | |Bayesian Network Fundamentals |(Week 1)|:::| | + | |Bayesian Network Fundamentals |(Week 1)|| |
- | |Template Models |(Week 1)|:::| | + | |Template Models |(Week 1)|| |
- | |ML-class Octave Tutorial |(Week 1, Optional)|:::| | + | |ML-class Octave Tutorial |(Week 1, Optional)|| |
- | |Structured CPDs |(Week 2)| | | + | |
- | |Markov Network Fundamentals | + | |
- | |Representation Wrapup: Knowledge Engineering| (Week 3)| | | + | Markov Network Fundamentals (Week 2) |
- | |Inference: Belief Propagation, | + | |
- | |Inference: Belief Propagation, | + | |
- | |Inference: MAP Estimation, Part 1| (Week 4)| | | + | Inference: Belief Propagation, |
- | |Inference: MAP Estimation, Part 2| (Week 5)| | | + | |
- | |Inference: Sampling Methods | + | |
- | |Inference: Temporal Models and Wrap-up|(Week 6)| | | + | Inference: MAP Estimation, Part 1 (Week 4) |
- | |Decision Theory | + | |
- | |ML-class Revision| (Week 6, Optional)| | | + | |
- | |Learning: Overview | + | Inference: Sampling Methods (Week 5) |
- | |Learning: Parameter Estimation in BNs| (Week 7)| | | + | |
- | |Learning: Parameter Estimation in MNs|(Week 7)| | | + | |
- | |Structure Learning| (Week 8)| | | + | Decision Theory (Week 6) |
- | |Learning With Incomplete Data| (Week 9)| | | + | ML-class Revision (Week 6, Optional) |
- | |Learning: Wrapup | + | Learning: Overview (Week 6) |
- | |Summary| (Week 9)| | | + | |
+ | | ||
+ | Learning: Parameter Estimation in MNs (Week 7) | ||
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+ | Learning: Wrapup (Week 9) | ||
+ | Summary (Week 9) | ||
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