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| Vecka 35 2012 | Visa i Mitt schema | ||
| Mån 27 aug 15:00-17:00 | Course Introduction | ||
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HT 2012
Föreläsning
Lärare:
Arne Leijon
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Pattern Classification Overview. Features and feature distributions. Book Ch. 1. |
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| Tis 28 aug 08:00-10:00 | Project Introduction | ||
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HT 2012
Övning
Lärare:
Arne Leijon
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Arne Leijon: Introduction to hidden Markov models and Project Step 1: HMM Source. Book Ch. 5.1-5.3.4, and Appendix A.1. |
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| Ons 29 aug 10:00-12:00 | Probabilistic Classification Theory | ||
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HT 2012
Föreläsning
Lärare:
Arne Leijon
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Review of Conditional Probability. General classifier design problem. Book Ch. 2, 3 - 3.2. |
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| Ons 29 aug 15:00-17:00 | Multi-dimensional Gaussian Distribution | ||
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HT 2012
Övning
Lärare:
Arne Leijon
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Problems 1.1 - 1.4. |
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| Vecka 36 2012 | Visa i Mitt schema | ||
| Tis 4 sep 08:00-10:00 | Probabilistic Classification Theory | ||
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HT 2012
Föreläsning
Lärare:
Arne Leijon
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Classifier decision criteria. Special case: Linear discriminant functions. Book Ch. 3 - 3.8. HMM sub-types. Book Ch. 5- 5.3. |
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| Tors 6 sep 08:00-10:00 | Classifier Design | ||
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HT 2012
Föreläsning
Lärare:
Arne Leijon
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Gustav Eje Henter: Problems and solutions in practical classifier design. Book Ch. 4. |
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| Tors 6 sep 15:00-17:00 | Probabilistic Classification Theory | ||
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HT 2012
Övning
Lärare:
Arne Leijon
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Problems 2.1, 2.3 - 2.5, 3.1 - 3.4. |
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| Vecka 37 2012 | Visa i Mitt schema | ||
| Tis 11 sep 15:00-17:00 | Hidden Markov Model Algorithms | ||
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HT 2012
Föreläsning
Lärare:
Arne Leijon
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Forward Algorithm. Book Ch. 5.4. Discussion for Project Step 2: Problem-dependent Feature Extraction. Book Ch. A.2. |
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| Ons 12 sep 10:00-12:00 | HMM Algorithms | ||
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HT 2012
Föreläsning
Lärare:
Arne Leijon
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HMM Backward algoritm. Book Ch. 5.5. Discussion for Project Step 2: Problem-dependent Feature Extraction. Book Ch. A.2. |
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| Tors 13 sep 15:00-17:00 | Classifier Design | ||
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HT 2012
Övning
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(Arne Leijon). Discussion for Project Step 2: Problem-dependent Feature Extraction. Problems 3.5 - 3.9. |
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| Vecka 38 2012 | Visa i Mitt schema | ||
| Tis 18 sep 10:00-12:00 | HMM Training | ||
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HT 2012
Föreläsning
Lärare:
Arne Leijon
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Viterbi algorithm introduction. Book Ch. 5.6. Baum-Welch algorithm. Book Ch. 6. |
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| Tis 18 sep 13:00-15:00 | Forward - Backward Algorithms | ||
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HT 2012
Övning
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Introduction to Project Step 3. Problems 5.1, 5.3, 5.5. |
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| Fre 21 sep 08:00-10:00 | HMM Problems | ||
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HT 2012
Övning
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Discussion on Project Step 3. Problems 5.7 - 5.8. |
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| Vecka 39 2012 | Visa i Mitt schema | ||
| Mån 24 sep 15:00-17:00 | Expectation Maximization (EM) | ||
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HT 2012
Föreläsning
Lärare:
Arne Leijon
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Probabilistic model training. Book Ch. 7 - 7.3. |
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| Tis 25 sep 15:00-17:00 | HMM Problems | ||
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HT 2012
Övning
Lärare:
Arne Leijon
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Problems 5.7 - 5.9. Practical help with Project Step 4. |
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| Ons 26 sep 15:00-17:00 | Bayesian Learning | ||
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HT 2012
Föreläsning
Lärare:
Arne Leijon
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HMM training with EM, continued. Book Ch. 7.6. Introduction to Bayesian Learning. Book Ch. 8 - 8.1. |
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| Tors 27 sep 10:00-12:00 | Expectation Maximization | ||
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HT 2012
Övning
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Problems 7.2, 7.4, 7.5, 7.6. |
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| Vecka 40 2012 | Visa i Mitt schema | ||
| Mån 1 okt 15:00-17:00 | Bayesian Learning | ||
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HT 2012
Föreläsning
Lärare:
Arne Leijon
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Bayesian Learning. Prior Distributions. Book Ch. 8 -8.4. |
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| Tis 2 okt 15:00-17:00 | Bayesian Learning | ||
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HT 2012
Övning
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Problems 8.2, 8.3, 8.5, 8.6. |
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| Vecka 41 2012 | Visa i Mitt schema | ||
| Tis 9 okt 08:00-10:00 | Approximate Bayesian Learning | ||
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HT 2012
Föreläsning
Lärare:
Arne Leijon
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Variational Inference. NOTE: Book Ch. 9 is distributed at the exercise meeting Tuesday Oct 2. You can also get a free printed copy at STEX, Osquldas väg 10, if you show the compendium you bought there, or download an electronic copy here: |
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| Tis 9 okt 13:00-15:00 | Bayesian Learning | ||
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HT 2012
Övning
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Spare time for additional exercise problems. Discussion and help for final Project Presentation (Step 5). |
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| Ons 10 okt 10:00-12:00 | Course Review and Outlook | ||
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HT 2012
Föreläsning
Lärare:
Arne Leijon
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Arne Leijon and Gustav Eje Henter: Course review and outlook. Demonstration of generative probabilistic speech synthesis. |
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| Tors 11 okt 15:00-17:00 | Review of Old Exam | ||
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HT 2012
Övning
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| Fre 12 okt 08:00-10:00 | Project Presentations | ||
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HT 2012
Redovisning
Plats:
L41
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System Demonstration. Book Ch. A.5. Prepare a presentation of your classifier for the live demonstration. |
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| Fre 12 okt 13:00-15:00 | Project Presentations | ||
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HT 2012
Redovisning
Plats:
L41
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System Demonstration. Book Ch. A.5. Prepare a presentation of your classifier for the live demonstration. |
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| Fre 12 okt 15:00-17:00 | Project Presentations | ||
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HT 2012
Redovisning
Plats:
L31
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System Demonstration. Book Ch. A.5. Prepare a presentation of your classifier for the live demonstration. |
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| Vecka 42 2012 | Visa i Mitt schema | ||
| Fre 19 okt 08:00-13:00 | EXAM | ||
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HT 2012
Tentamen
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