phdai:sml
Differenze
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phdai:sml [05/01/2025 alle 20:15 (2 mesi fa)] – [Exams] Salvatore Ruggieri | phdai:sml [25/02/2025 alle 21:27 (2 settimane fa)] (versione attuale) – Salvatore Ruggieri | ||
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The course is an extract of the M.Sc. level course [[mds: | The course is an extract of the M.Sc. level course [[mds: | ||
- | =====Instructor===== | + | =====Instructors===== |
+ | |||
+ | * **Andrea Pugnana** | ||
+ | * Università di Pisa | ||
+ | * [[https:// | ||
+ | * [[[email protected]]] | ||
* **Salvatore Ruggieri** | * **Salvatore Ruggieri** | ||
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* [[http:// | * [[http:// | ||
* [[[email protected]]] | * [[[email protected]]] | ||
- | * **Office hours:** Tuesdays h 14:00 - 16:00 or by appointment, | ||
- | =====Hours and rooms===== | ||
- | |||
- | The course will be offered in one week to be fixed in the period February 2025 - May 2025. | ||
- | A Teams channel will be used to post news, notes, Q&A, and other stuff related to the course. The lectures will be live-streamed and recorded. | ||
- | |||
- | **IMPORTANT: | ||
=====Pre-requisites===== | =====Pre-requisites===== | ||
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* **[P]** J. Ward, J. Abdey. **Mathematics and Statistics**. University of London, 2013. __Chapters 1-8 of Part 1__. | * **[P]** J. Ward, J. Abdey. **Mathematics and Statistics**. University of London, 2013. __Chapters 1-8 of Part 1__. | ||
- | Recording to extra-lessons refreshing | + | You can refresh |
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=====Exams===== | =====Exams===== | ||
- | Ph.D. students may do an exam (on voluntary basis) in the form of a report on an advanced topic/ | + | Ph.D. students may do an exam (on voluntary basis) in the form of a report |
+ | |||
+ | Ph.D. students will receive an attendance statement if they attend at least 7 out of the 10+1 classes. | ||
=====Class calendar===== | =====Class calendar===== | ||
+ | Please, subscribe to the [[https:// | ||
+ | |||
+ | Lessons will be both live-streamed (see Teams channel) and in presence at the Department of Computer Science, University of Pisa. | ||
+ | |||
+ | Teaching material might be updated **after the classes** to align with actual content and to correct typos. //Be sure to download the updated versions.// | ||
+ | |||
+ | ^ # ^ Date ^ Room ^ Topic ^ Teaching material ^ | ||
+ | |01| 17/3 11-13|Sem. Est| Introduction. Probability and independence. Bayes' rule. Speaker: A. Pugnana| ... | | ||
+ | |02| 20/3 14-16| Sem. Est| Discrete and continuous random variables. Speaker: A. Pugnana| ... | | ||
+ | |03| 24/3 11-13| Sem. Est| Expectation and variance. Computations with random variables. Moments. Speaker: A. Pugnana| ... | | ||
+ | |04| 27/3 14-16| Sem. Est| Functions of random variables. Distances between distributions. Simulation. Speaker: A. Pugnana| ... | | ||
+ | |05| 31/3 11-13| Sem. Est| Law of large numbers. The central limit theorem. Graphical summaries. Kernel Density Estimation. Numerical summaries. Speaker: A. Pugnana| ... | | ||
+ | |06| 10/4 16-18 | Sem. Est | Unbiased estimators. Efficiency and MSE. Maximum likelihood estimation. Speaker: S. Ruggieri. | ... | | ||
+ | |07| 14/4 11-13 | Sem. Est | Statistical decision theory. Speaker: S. Ruggieri. | ... | | ||
+ | |08| 28/4 11-13 | Sem. Ovest | Confidence intervals and Hypotheses testing. Fitting distributions. Testing | ||
+ | |09| 5/5 11-13 | Sem. Est | Bootstrap and resampling methods. Speaker: S. Ruggieri. | ... | | ||
+ | |10| 8/5 16-18 | Sem. Ovest | Multiple-sample tests of the mean and applications to classifier comparison. Speaker: S. Ruggieri. | ... | | ||
+ | |Extra| 12/05 14-16 | Fib-C | // | ||
- | ^ # ^ Date ^ Room ^ Topic ^ Mandatory teaching material ^ | ||
- | |01| ...| ...| ...| ... | |
phdai/sml.1736108151.txt.gz · Ultima modifica: 05/01/2025 alle 20:15 (2 mesi fa) da Salvatore Ruggieri