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6.008  Introduction to Inference

Fall 2017

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Lecturers: Polina Golland, Gregory W Wornell

TAs and LAs: Baian Chen, Sarah L Hensley, Joshua Ka Wing Lee, Ali C Soylemezoglu, Pond Premtoon, Basil N Saeed, Chandler B Squires, Loc Trinh

Lecture:  MW10  (32-155)
Recitation:  TR10-11 (34-303) or TR1-2 (34-302) or TR2-3 (34-302) 
Lab Hours:  W 4-7, R 5-9, F 10-12  (38-500)
TA Office Hours:  M 4-6 (34-302), T 6-8 (36-144), R 5-6 (34-301) 
Instructor Office Hours:  By Appointment 

Class Description: 

Introduces probabilistic modeling for problems of inference and machine learning from data, emphasizing analytical and computational aspects. Distributions, marginalization, conditioning, and structure; graphical representations. Belief propagation, decision-making, classification, estimation, and prediction. Sampling methods and analysis. Introduction to asymptotic analysis and information measures. Computational laboratory component explores the concepts introduced in class in the context of contemporary applications.

ACCESS TO THE WEBSITE is limited to the students enrolled in the course as LISTENERS or FOR CREDIT. Please talk to us in class about registering and getting access to the web site. You can download the general information handout by clicking on the "General Info" tab on the left, even if you are not enrolled in the course.

Announcements

Reminder to Submit Labs

This is a reminder that, since 6.008 is a lab course, you must submit all five labs in order to pass this course, even if it is past the submission deadline. The deadline to submit all labs is Friday, Dec. 15 at 5:00pm.

Announced on 11 December 2017  10:47  p.m. by Joshua Ka Wing Lee

Final Exam Week Review Session and Office Hours

As the final exam comes around, we have some special office hours and a review session to help you prepare.

Office hours will be available as usual on Monday and Tuesday of this week (Dec. 11 and 12). There will NOT be office hours on Thursday, Dec. 14.

In the days leading up to the final exam, we will also have the following review session and office hours:

Fri, Dec 15: optional quiz review session from 1:00-3:00pm in 32-155

Sat, Dec 16: office hours from 1:00-4:00pm in 32-155

Mon, Dec 18: office hours from 11:00-2:30pm in 1-190

Tue, Dec 19: final exam from 9:00am-12:00pm in 32-155

Good Luck!

Announced on 11 December 2017  1:06  p.m. by Joshua Ka Wing Lee

Please review 6.008

This is a quick reminder to enter your evaluation of 6.008 on the
subject evaluation website. We value your input and will use it to
further refine the course.

Announced on 10 December 2017  10:42  p.m. by Polina Golland

Change in OH this week -- special session on Typicality

Based on your input, we are changing the office hours structure just this week. Monday office hours will happen as usual. Tuesday and Thursday office hours are canceled. Instead, we will hold a special session on typicality on Thursday 7-9pm, in Room 32-155 (our lecture room).

We will post several problems on typicality, and will work through them during the session. Please note that the session will not include a theory review, and will assume that you have read the notes beforehand. The session will be highly participatory, with students thinking through the problems together, with the help of TAs.

The session aims to help if you are strugling with translating high-level statements about typicality into action when facing a problem, and is entirely optional.

Next week, the office hours will resume as usual, and will happen on Monday and Tuesday before pset 10 is due, and on Thursday for general questions.

Enjoy!

Announced on 27 November 2017  2:09  p.m. by Polina Golland

Week of Nov 6

In preparation for quiz 2, below are the changes to the schedule next week:

Mon, Nov 6: lecture and office hours as usual, optional quiz review, 7:30-9:30pm in 32-141

Tue, Nov 7: recitation will focus on quiz 2, office hours as usual

Wed, Nov 8, quiz 2, 7:30-9:30pm in 32-141, no lecture, no lab hours

Thu, Nov 9: recitation will focus on Monday lecture, office hours and lab hours as usual

Fri, Nov 10: no lab hours -- Veterans' Day

Announced on 30 October 2017  5:53  p.m. by Polina Golland