Machine Learning 40717 
  CE Department- Sharif University of Technology Fall 2014 - Group 2 

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Announcments

  1393-11-15 February 04, 2015 01:42 AM  
The updated version of the grades of HW1 is uploaded.

  1393-11-12 February 01, 2015 09:01 AM  
The grades have been uploaded. You can see your exam sheets Monday 10:00-11:00.

  1393-11-08 January 28, 2015 12:37 PM  
The grades of projects are uploaded.

  1393-11-06 January 26, 2015 08:59 AM  
Presentations will be held in room 201.

  1393-11-05 January 25, 2015 07:44 AM  
Presentations will be held in computer site.

  1393-11-03 January 23, 2015 01:40 PM  
The presentation schedule has been uploaded in the Assignment page.

  1393-11-01 January 21, 2015 09:04 AM  
The project deadline was extended to Saturday (4 Bahman).

  1393-10-25 January 15, 2015 07:15 PM  
[Project 2]: Please download project 2 again. Some parts of question 4 has been changed.

  1393-10-16 January 06, 2015 10:12 AM  
Time considered to present the first and second phase of the project is as follows. Until the next Tuesday (23 Day), you have the opportunity to choose one of them and email me (The option with less than 5 volunteers will be removed.).

1) 93/11/2
2) 93/11/4

Please email to nooshinmaghsoodi@gmail.com.

  1393-10-15 January 05, 2015 12:16 PM  
The deadline of HW5 is extended to Tuesday (16 Day) 12:00am.

  1393-10-08 December 29, 2014 06:43 AM  
The updated version of the grades of HW2 and HW3 has been uploaded.

  1393-10-04 December 25, 2014 02:42 PM  
HW5 is ready.

  1393-10-04 December 25, 2014 06:15 AM  
The grades of HW2 and HW3 are uploaded.

  1393-09-30 December 21, 2014 07:32 AM  
The grades of HW1 can be found in the 'Grades' section.

  1393-09-30 December 21, 2014 05:14 AM  
The deadline of HW4 was extended to Wednesday (before 12:00 am).

  1393-09-29 December 20, 2014 11:42 AM  
Unfortunately we could not find a place for our extra class.

  1393-09-25 December 16, 2014 09:09 AM  
The phase II of the final project is ready.

  1393-09-25 December 16, 2014 08:29 AM  
We will have a TA session this wednesday (26 Azar) at 10:00 in CE room 402. We will talk about some linear algebra concepts, specially eigen values and eigen vectors.

  1393-09-24 December 15, 2014 11:25 AM  
[Project 1]:
Please use these two options instead of polynomial basis function in regression part:
1- Linear regression without basis functions.
2- Gaussian basis functions. The number basis functions equals the number of training data. Consider the feature vectors as the mean of each basis function and constant value 0.5 as the variance (normalize the data at first).

  1393-09-23 December 14, 2014 03:43 PM  
Multilabel dataset for the first project has been uploaded.

  1393-09-23 December 14, 2014 03:32 PM  
Presentations will be held 12-1:30 & 3-4 in computer site and 4-5 in Dr. Soleymani's lab.

  1393-09-21 December 12, 2014 03:38 PM  
You can see HW4 in the Assignment page.

  1393-09-21 December 12, 2014 03:22 PM  
The presentation schedule for hw2 and hw3 (programming part) has been uploaded in the Assignment page.

  1393-09-20 December 11, 2014 03:05 AM  
Mini-exam II covers the following topics:
- SVM (7.1 Bishop)
- Kernel (6.1 & 6.2 Bishop)
- Decision tree (Chapter 3 Mitchell)
- Instance-based learners (Chapter 8 Mitchell)
- Learning theory (7.1-7.4.3 Mitchell)
- Ensemble learning (14.2-14.3 Bishop)

  1393-09-18 December 09, 2014 11:34 PM  
There will be no TA class tomorrow (19 Azar).

  1393-09-17 December 08, 2014 09:33 AM  
[Project 1]:
You can use LIBSVM library (written in MATLAB) instead of your own SVM code.

  1393-09-16 December 07, 2014 11:47 AM  
[Project 1]:
Please redownload the project data. Test indices for multiclass dataset are added.

  1393-09-16 December 07, 2014 11:44 AM  
[Project 1]: The last column of the training and test data (two-class data) contains labels (+1,-1).

  1393-09-10 December 01, 2014 11:59 PM  
We will have a TA session this wednesday (12 Azar) at 10:00 in CE room 402.

  1393-09-10 December 01, 2014 09:49 AM  
The deadline of the written part of HW3 was extended to Wednesday before 9:00 am.

  1393-09-09 November 30, 2014 11:05 AM  
Today, our class will be held in Room 402.

  1393-09-05 November 26, 2014 02:25 AM  
In the programming part of HW3, you can use the prepared code skeletons (but it is not mandatory).

  1393-09-04 November 25, 2014 02:43 PM  
There won't be a TA session this Wednesday.

  1393-09-01 November 22, 2014 10:13 AM  
HW3 is ready now.

  1393-08-27 November 18, 2014 03:04 PM  
We will have a TA session this wednesday (28 Aban).

  1393-08-26 November 17, 2014 08:56 AM  
Midterm exam will be held on Tuesday (27 Aban) 12:45-14:45 in Room 201.

  1393-08-24 November 15, 2014 09:13 AM  
The solution of those problems of HW2 that had not been solved in the TA class are uploaded.

  1393-08-24 November 15, 2014 08:48 AM  
The phase 1 of the project has been uploaded.

  1393-08-20 November 11, 2014 02:53 PM  
As stated earlier, we will have a TA session this wednesday (21 Aban).

  1393-08-19 November 10, 2014 09:58 AM  
The policy for late submission of programming part of homeworks is subtracting 10% of your point (as penalty) for each day delay.

  1393-08-10 November 01, 2014 12:35 PM  
The deadline of the written part of HW2 was extended to Sunday 18 Aban (before 12:00).

  1393-08-05 October 27, 2014 05:14 PM  
Extra TA classes will be held on Wednesdays at 10:00 in CE room 402.
We will have a session this wednesday (7 Aban).

  1393-08-03 October 25, 2014 09:35 AM  
HW2 is ready now.

  1393-08-03 October 25, 2014 11:21 AM  
Extra (optional) TA class will be held on Sunday (4 Aban) 12:15-13:15 in Talar 5.

  1393-07-29 October 21, 2014 11:12 AM  
TA class is held today as usual (Tuesday) in Room 201.

  1393-07-26 October 18, 2014 12:17 AM  
Some notes about HW1:
-In questions 4.a and 4.b, "x-y" should be replaced by "h(x)-y".
-In question 6.f.i, sigma^2 should be replaced by theta (and also in the definition of the distribution at the end of page 5).
-In question 6.c, there is no need to find a closed form solution for optimum w. Just show that using ML is equivalent to minimizing a certain cost function (and simplify the result as much as you can).

  1393-07-24 October 16, 2014 06:26 PM  
Please send your homework to the following email:
ml.ce.sharif@gmail.com
You can also deliver the hardcopy of the written homework on Sunday before the TA class.

  1393-07-23 October 15, 2014 10:24 AM  
The extra TA class will be weld on Sunday (27 Mehr) 12:15-13:15 in Talar 6.

  1393-07-23 October 15, 2014 10:12 AM  
Mini-exam 1 will be held on Sunday (27 Mehr).
Readings form Bishop's book for this exam:
1.1-1.2
2.1, 2.2, 2.3.4, 2.3.6
3.1-3.2

  1393-07-17 October 09, 2014 03:46 PM  
HW1 is  uploaded (due date: 26 Mehr).

  1393-07-15 October 07, 2014 08:49 AM  
Finally the location of our class is fixed to Room 201.

  1393-07-14 October 06, 2014 12:24 PM  
The review exam will be held tomorrow (Tuesday) 12-12:20 in Room 201.

  1393-07-11 October 03, 2014 03:17 PM  
The main topics for the probability review exam include:
- Axioms of probability
- Conditional probability
- Bayes rule
- Independence
- Discrete and continuous RVs
- Expectation of discrete and continuous RVs (and the properties of expectation)
- Conditional density
- Distribution functions (Bernoulli, Binomial, Multinomial, Gaussian, ...)
- Joint distribution
- Functions of RVs and their expectation
- Covariance and correlation
- Conditional expectation
- Central Limit Theorem
- Law of large numbers

  1393-07-07 September 29, 2014 06:07 AM  
An extra TA class will be held today (Monday) 12:15-13:15 for review of probability in Room 201.

  1393-07-06 September 28, 2014 06:16 AM  
Since the location of our class has been changed to Alef-7 (Ebn-e-sina Building, Room 7), the time of the TA class has also been slightly changed. The TA class will be held 12:15-13:15 in Room 201.

  1393-07-01 September 23, 2014 01:04 PM  
Our class will be held in Room 204 today.

  1393-07-01 September 23, 2014 10:42 AM  
The first session of the TA class will be held today 12:30-13:30 in Room 201.

Instructor:
M. Soleymani
(soleymani@sharif.edu)

3 Units
Sun-Tue 13:30-15:00
















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