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<center>
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This is the site for 6.034 Artificial Intelligence, with Professor Patrick Winston.
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</center>
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<big>
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== '''Welcome to the 2014 Edition of 6.034'''==
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* Use 6.034-staff@mit to contact us.
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* [[Calendar]]
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* [[Reference material and playlist]]
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* [[Frequently Asked Questions | Frequently asked questions]]
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* [[Grading and collaboration policy]]
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* [[Demonstrations]]
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* [[Labs]] (also known as "problem sets")
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* [[Tutorials]]
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* Recitations: Thursdays 11,noon in 36-156; Thursdays 1,2,3pm in 24-407; and Fridays 1,2,3pm in 26-210.
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* [http://courses.csail.mit.edu/6.034f/Examinations/ Quiz archive]  ([[Index]])
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* [[Staff]]
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</big>
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== News ==
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<!--
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=== Thursday, December 17 ===
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'''As a 6.034 student, you are responsible for knowing all of the policies described on this website.'''
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You should familiarize yourself with the [[Frequently Asked Questions | FAQs]] and [[Grading and collaboration policy | grading policy]].
 +
If you ask questions that are answered here, or complain about not knowing about policies or resources, the staff will be annoyed.
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Friends,
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-->
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<ul>
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<big>
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<li>Final examinations have been examined, and you can examine yours in my office on or after Monday, December 21. By institute rule, you cannot take your final away from the vicinity.
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<li>Alternatively, you can learn your grade via WEBSIS.  We will submit grades tomorrow, and they should be up early next week. 
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<li>Alas, you cannot get your grade any other way. By institute rules, we cannot give out grades by email or by telephone, nor can we post grades. In particular, if you go to the Undergraduate Office, and ask for your grade, you will drive the normally kind, courteous, and helpful Anne Hunter crazy with rage, which will be viciously directed at the 6.034 staff.
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</ul>
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Breakpoints were as follows:
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===Road map:===
 +
To see how 6.034 outcomes relate to the outcomes of other subjects in the Course 6 curriculum, see the graphical display in the [http://6004.mit.edu/gmap/public.html?focus=6.034 6.034 Curricular Goals Map]
 +
===Logistical stuff:===
 +
* [[Frequently Asked Questions | Frequently asked questions]]
 +
* [[Grading and collaboration policy]]
 +
* [[Staff | Staff email addresses]]
 +
* [[Tutorials | Tutorial assignments]]
 +
* [[Office Hours | Office Hours]]
 +
* [[Reference material and playlist | What material will be on the quiz?]]
 +
<!--
 +
-->
 +
<!--
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* [[Recitations | Recitations]]
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* [https://docs.google.com/spreadsheet/viewform?formkey=dGU5NkkzdGdsLWpITnZxQlJ6UHdDUUE6MQ Suggestion Box]
 +
-->
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{| align="center" border="1"
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===Reference stuff:===
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|
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|Thorough understanding
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|Adequate understanding
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|-
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|Quiz 1
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| &ge; 92
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| &ge; 82
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|-
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|Quiz 2
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| &ge; 93
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| &ge; 82
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|-
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|Quiz 3
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| &ge; 88
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| &ge; 75
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|-
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|Quiz 4
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| &ge; 80
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| &ge; 65
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|-
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|Quiz 5
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| &ge; 84
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| &ge; 72
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|}
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PHW
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* [[Calendar]]
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=== Sunday, December 13 ===
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* [[Reference material and playlist]]
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We of the staff would much appreciate your thoughts on the subject expressed via the
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* [[Labs]] (also known as "problem sets")
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[https://sixweb.mit.edu/student/evaluate/6.034-f2009 Underground guide].
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We would also appreciate notes downstream from those who find the 6.034 experience valuable after graduation.
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* [[Demonstrations]]
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=== Saturday, December 12 ===
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* [http://web.mit.edu/dxh/www/ Dylan's AI Demonstrations]
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Extra Office hours are tentatively scheduled for the following times:
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* [http://web.mit.edu/dxh/www/sigmoid/ Dylan's Grade Calculator]
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* Sunday Dec 13 5-7pm    [1-132] (Yuan)
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<!--* [http://logical.ai/6.034/ Quiz archive] -->
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* Monday Dec 14 4-6pm    [32-144?]  (Gremio)
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* [http://courses.csail.mit.edu/6.034f/Examinations/ Quiz archive]
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* Tuesday Dec 15 5-7pm    [32-144?] (Olga & Yuan)
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We'll post a note if there is a room change.
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===2014 Surveys:===
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=== Wednesday, December 9 ===
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* [http://courses.csail.mit.edu/6.034f/2014polls/Workload.pdf End of term workload survey] 
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There will be no recitations or mega-recitations this Thursday and Friday.   
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* [http://courses.csail.mit.edu/6.034f/2014polls/FrancisChen.pdf Francis Chen's confidence survey, Executive Summary]  
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In their place there will be final review sessions:
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* Part 1 review: Thursday 3-5pm
 
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* Part 2 review: Friday  1-3pm
 
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* Part 3 review: Friday  3-5pm
 
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* Part 4 review: Friday  5-7pm
 
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* Part 5 review: Saturday 1-3pm
 
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These are in 32-141.
 
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=== Thursday, December 3 ===
 
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Quizzes have been graded and will be returned in recitation, then tutorial, then only from PHW's office.
 
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Breakpoints for Quiz 4:
 
 +
<!--
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* [[TA Notes | Notes]] on most of the primary topics
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* [[Recitation Handouts]]
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-->
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<!-- * [[Objectives and desired outcomes | Statement of objectives and desired outcomes]]
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{| align="center" border="1"
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([[Index]]) -->
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|
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|Thorough understanding
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|Adequate understanding
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|-
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|Problem 1
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| &ge; 42
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| &ge; 35
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|-
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|Problem 2
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| &ge; 41
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| &ge; 35
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|-
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|Overall
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| &ge; 84
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| &ge; 71
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|}
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One point for full disclosure on cover page
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<!--
 +
Note that the TA address is: 6.034-2013-staff@mit.edu
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=== Wednesday, November 25 ===
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This address, used a year ago, is now a black hole: fa13-6.034-staff@mit.edu
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Lab 5 online testing still does not work --- we're in contact with the scripts team attempting a fix.
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-->
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Lab 4 grades are still 0s for everyone.  This will likely be resolved shortly after the Thanksgiving break.
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== News ==
 +
=== 9 December 2014 ===
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Enjoy your holiday!
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We are holding final review sessions this Thursday and Friday, 11am-3pm in 34-301.  There will be one hour for each of the eight core topics, following [[Office_Hours#Final_Review_Sessions | this schedule]].
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=== Saturday, November 14 ===
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=== 7 December 2014 ===
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New draft notes on boosting are now available via [[Reference material and playlist]] link. Also, a new version of the demonstration with improved GUI is available via [[Demonstrations]] link.
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We have released the promised grade calculator.  See reference stuff above.
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=== Tuesday, November 10 ===
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=== 5 December 2014 ===
 +
Quiz 4 will be returned in tutorials next Monday and Tuesday. Alternatively, you can pick up your quiz from Prof. Winston's office when he is in. Thresholds are:
 +
{| cellpadding=2 border=1 cellspacing=2
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|-
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| ||Thorough understanding||Adequate understanding|| Needs work
 +
|-
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|style="text-align:left;" | Problem 1: Adaboost || ≥ 45 || ≥ 41 || ≥ 36
 +
|-
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| style="text-align:left;" | Problem 2: Bayesian Inference || ≥ 45 || ≥ 42 || ≥ 36
 +
|-
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| style="text-align:left;" |Total || ≥ 90 || ≥ 83 || ≥ 72
 +
|}
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Since Monday tutorials were canceled due to the Quiz, Monday students should attend any of the regularly-scheduled Tuesday
 
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tutorials.
 
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The tutorial times and locations are posted on the website:
 
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[http://ai6034.mit.edu/fall09/index.php?title=Tutorials Tutorials]
 
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=== Monday, November 9 ===
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{| cellpadding=2 border=1 cellspacing=2
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Quizzes have been graded and will be returned in recitation, then tutorial, then only from PHW's office.
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|-
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| ||Thorough understanding||Adequate understanding|| Needs work
 +
|-
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|style="text-align:left;" | Spiritual and right-now || ≥ 5 || ≥4 || ≥3
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|}
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Breakpoints for Quiz 3:
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=== 11 November 2014 ===
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Quiz 3 will be returned in tutorials next Monday and Tuesday. Alternatively, you can pick up your quiz from Prof. Winston's office. Thresholds are:
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{| align="center" border="1"
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{| cellpadding=2 border=1 cellspacing=2
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|
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|Thorough understanding
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|Adequate understanding
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|-
|-
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|Problem 1
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| ||Thorough understanding||Adequate understanding|| Needs work
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| &ge; 43
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|-
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| &ge; 37
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|style="text-align:left;" | Problem 1: Neural nets || ≥ 43 || ≥ 38 || ≥32
|-
|-
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|Problem 2
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| style="text-align:left;" | Problem 2: Support vector machines || ≥45 || ≥41 || ≥35
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| &ge; 33
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| &ge; 25
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|-
|-
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|Overall
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| style="text-align:left;" |Total || ≥ 88 || ≥79 || ≥67
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| &ge; 76
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| &ge; 62
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|}
|}
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Note that the corresponding portion of the final is likely to include a straightforward neural net question and a problem that requires an understanding of mutation and crossover.
 
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=== Wednesday, October 21 ===
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{| cellpadding=2 border=1 cellspacing=2
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Quizzes have been graded and will be returned in recitation, then tutorial, then only from PHW's office.
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|-
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| ||Thorough understanding||Adequate understanding|| Needs work
 +
|-
 +
|style="text-align:left;" | Spiritual and right-now || ≥ 5 || ≥4 || ≥3
 +
|}
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Breakpoints for Quiz 2:
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=== 19 October 2014 ===
-
 
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Quiz 2 will be returned in tutorials on Monday and Tuesday. Thresholds are:
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{| align="center" border="1"
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{| cellpadding=2 border=1 cellspacing=2
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|
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|Thorough understanding
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|Adequate understanding
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|-
|-
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|Problem 1
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| ||Thorough understanding||Adequate understanding|| Needs work
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| &ge; 45
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|-
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| &ge; 37
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|style="text-align:left;" | Problem 1: Nearest neighbors & identification trees || ≥ 45 || ≥40 || ≥35
|-
|-
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|Problem 2
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| style="text-align:left;" | Problem 2: Constraint satisfaction problems || ≥43 || ≥37 || ≥31
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| &ge; 45
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| &ge; 40
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|-
|-
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|Overall
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| style="text-align:left;" |Total || ≥ 88 || ≥77 || ≥66
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| &ge; 90
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| &ge; 77
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|}
|}
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=== Tuesday, October 20 ===
 
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The Quiz 2 tomorrow is in 10-250 and starts at 10am sharp. Open book, open notes, but no computers of any kind.
 
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It will cover Games and Constraint Satisfaction Problems.
 
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=== Sunday, October 12 ===
 
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Due to there being no Tuesday schedule, there will be an extra tutorial on Tuesday.
 
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It will be from 8-9pm in 32-124.
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{| cellpadding=2 border=1 cellspacing=2
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=== Thursday, October 8 ===
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|-
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| ||Thorough understanding||Adequate understanding|| Needs work
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|-  
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|style="text-align:left;" | Spiritual and right-now || ≥ 5 || ≥4 || ≥3
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|}
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Because of the confluence of a Monday holiday and family weekend in the same week, the schedule next week is highly unusual. As indicated on the calendar, there will be lectures on Tuesday and Friday.  Also, there will be no megarecitation next week, because of insufficient accumulation of material to cover.
+
=== 12 October 2014 ===
 +
Some students have asked where to find solutions to the first quiz. Solutions to this year's exams are made available in the quiz archive, along with the previous year's exams. In particular, here are the solutions to the first quiz: [http://courses.csail.mit.edu/6.034f/Examinations/2014s1.pdf] .
-
Lab 3 is out (short but difficult):
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=== 8 October 2014 ===
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  http://ai6034.mit.edu/fall09/index.php?title=Lab_3
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Resubmit lab 2 if you did not download a new tests.py on Saturday and resubmit with it alreadyOlder submissions are invalid, and you're likely to have a zero on the lab, which you can check at https://ai6034.mit.edu:444/fall09/tester/
+
As was announced in lecture, there will be no tutorials next weekIn place of tutorials on Tuesday, October 14, there will be office hours from 10 AM to 9 PM.  Details can be found on the Office Hours page.
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=== Thursday, October 1 ===
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There will be no office hours on Wednesday, October 15 due to quiz grading.
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Quizzes have been graded and will be returned in recitation, then tutorial, then only from PHW's office.
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=== 2 October 2014 ===
-
Breakpoints for Quiz 1:
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A new, Java 8, version of the Demonstration package has just been released.  See Demonstrations, above.
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{| align="center" border="1"
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=== 28 September 2014 ===
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|
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Quiz 1 will be returned in tutorials on Monday and Tuesday. Thresholds are:
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|Thorough understanding
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{| cellpadding=2 border=1 cellspacing=2
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|Adequate understanding
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|-
|-
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|Problem 1
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| ||Thorough understanding||Adequate understanding|| Needs work
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| &ge; 43
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|-
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| &ge; 37
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|style="text-align:left;" | Problem 1: Rule-based systems || ≥ 35 || ≥30 || ≥25
|-
|-
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|Problem 2
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| style="text-align:left;" | Problem 2: Search || ≥52 || ≥46 || ≥38
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| &ge; 46
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| &ge; 38
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|-
|-
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|Overall
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| style="text-align:left;" |Total || ≥ 87 || ≥76 || ≥63
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| &ge; 89
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| &ge; 75
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|}
|}
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=== September 29nd ===
 
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The Quiz tomorrow is in 10-250 and starts at 10am sharp.  Open book, open notes, but no computers of any kind.
 
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=== September 22nd ===
 
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In response to the large class size, we're very fortunate to be able to
 
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bring in Prof. Robert Berwick as a third recitation instructor, adding two
 
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sections.  For now we'll rely on you to rebalance yourselves.
 
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The eight recitations now offered are listed below.  The first two Thursday
 
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recitations are new, and are likely to have fewer people at first, so you
 
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will get a more focused experience.  Please attend whichever one best fits
 
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your schedule.
 
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Thursdays 11am 36-156
 
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Thursdays noon 36-156
 
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Thursdays  1pm 24-407
 
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Thursdays  2pm 24-407
 
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Thursdays  3pm 24-407
 
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Fridays    1pm 26-210
 
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Fridays    2pm 26-210
 
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Fridays    3pm 26-210
 
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=== September 15th ===
 
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There is a new [http://web.mit.edu/6.034/www/labs/lab0/tester.py tester.py] which lets you just run that module to do local tests, and if those succeed, to submit, all in one go.  If you're running up against the clock, remember to submit using either the command line or test_online() even if you don't pass the local tests though!  Partial credit is better than none.
 
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A short conversation about [[Mutation]]
 
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=== September 14th ===
 
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Note the addition of of a calendar, with locked down Quiz dates, along with a table of reference materials.  These will be integrated, once we figure out how.
 
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=== September 11th ===
 
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Our email list is incomplete and does not include, for example, late-registering students, so if
 
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you have not received email from us, please email the [[Staff]] and be sure
 
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to monitor our web page for announcements during the coming week.
 
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Professor Teller's subject, 6.142, has moved to an 11am start time to
 
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accommodate students who want to take both 6.142 and 6.034.
 
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We will have either tutorials or open office hours on Monday,
 
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depending on whether the registrar can get rooms for us by then.
 
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The locations will be announced during lecture. 
 
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Preliminary tutorial assignments are now available: [[Tutorials]]
 
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The notes from today are available: [http://web.mit.edu/6.034/www/Mr1-basics.py] [http://web.mit.edu/6.034/www/Mr1-points.py] [http://web.mit.edu/6.034/www/Mr1-gotchas.py]
 
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=== September 10th ===
 
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Lab 0 is now available.
 
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Please '''do''' bring a laptop to the mega-recitation tomorrow, if you have one.
 
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Download Python '''2.6''' from [http://www.python.org/download python.org] -- do not download 3.1, as it will be incompatible with some of the software we hand out.  This download also includes the IDLE program, which we will demonstrate tomorrow.
 
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=== September 9th ===
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===23 September 2014===
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[http://doodle.com/tptv9y2bu8qxt6hi Give us your tutorial availability] please.
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Note that there is an in-class examination on Friday, 26 September. If your family name is in the A-L range, you will take the exam in Walker, 50-340.  Else, you will take it in 10-250.
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There will be no regular recitations this week.  There is a mega-recitation, however.
+
===18 September 2014===
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The slides (missing from lecture today) are now [http://ai6034.mit.edu/fall09/images/6.034-lecture-1.pdf available].
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The final has been scheduled for Tuesday, December 16, 9:00 to 12:00 noon in Johnson-Track.
 +
===3 September 2014===
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==== Mega-recitations ====
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Next lecture is Monday, 8 September (no class on Friday, 5 September).  Tutorials begin on Monday.  If you have not filled out a tutorial availability form, fetch one from the plastic bin outside Professor Winston's office (32-251), fill it out, and put it back in marked place.
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Mega-recitations occur on Fridays at 10 AM in 10-250, the same time slot that is occupied by lectures on Mondays and Wednesdays.
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The first mega-recitation, on Friday, September 11th, will be a refresher on the Python programming language.
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Rules of engagement are now explained in [[Frequently Asked Questions | Frequently asked questions]].
-
==== Times and places of recitations and tutorials ====
 
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Please fill out the [http://doodle.com/tptv9y2bu8qxt6hi Tutorial scheduling form].  You will learn which tutorial you are in by email.
 
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Unexpectedly, the registrar supplied us with recitation time slots we can live with, so attend at the time and place you were assigned.
+
'''If you wish to take the subject, but have not yet signed up,''' please go through the add ritual as soon as practicable, so we can ask the department for more help.
 +
===June 2014===
 +
<table border=1 cellspacing=0 cellpadding=10">
 +
<tr><td>
 +
In the fall semester of 2014, 6.034 will meet Monday, Wednesday, and Friday from 10 to 11. 
 +
Most, but not all of Professor Winston's lectures will be on Monday and Wednesday. 
 +
On many, but not all Fridays, you will learn about what is happening in the field right now from someone who is doing work right now in an area related to the Monday and Wednesday lectures.
-
==== Python ====
+
Examinations will cover material from the traditional lectures as well as the right-now lectures. It will be extremely difficult to field questions on the right-now material if you do not attend the right-now lectures because the material is not yet in textbooks or, in many cases, published papers.
-
The official language of 6.034 is Python for a variety of reasons having little to do with the strengths and weaknesses of the language.  We expect a focused weekend with any of the many Python books would be adequate preparation.  See, for example, the [http://www.amazon.com/gp/bestsellers/books/285856/ref=pd_zg_hrsr_b_1_5_last Amazon list].
+
-
Alternatively, you can follow one of the suggestions of Rob Speer, head 6.034 TA in 2008:
+
Tutorials will meet weekly on Monday and Tuesday.  On the first day of class, you will fill out a form that will enable us to assign you to a tutorial.
-
* [http://diveintopython.org Dive into Python] is a well-recommended book that is available online. It's written for experienced programmers who just don't know Python yet. It's meant to quickly take what you already know about other languages and explain how Python does them.
+
There are no recitations.
-
* At the other end of the spectrum, the text that was used in 6.00 has been expanded into one called ''Think Python''. It's [http://www.greenteapress.com/thinkpython/ online]. It is targeted at people who have not programmed much or at all.
+
6.034 is no longer offered in the spring term.
-
* In the middle is the O'Reilly book ''Learning Python''. MIT has a subscription to O'Reilly, so anyone with an MIT IP address can read the book [http://proquest.safaribooksonline.com/9780596513986/ online].
+
More details will emerge during the first lecture on Wednesday, 3 September 2014.
 +
</td></tr></table>

Revision as of 14:37, 23 December 2014

Image:Evolve.jpg
Somewhere, something went wrong.

Contents

Welcome to the 2014 Edition of 6.034

Road map:

To see how 6.034 outcomes relate to the outcomes of other subjects in the Course 6 curriculum, see the graphical display in the 6.034 Curricular Goals Map

Logistical stuff:

Reference stuff:

  • Labs (also known as "problem sets")

2014 Surveys:




News

9 December 2014

We are holding final review sessions this Thursday and Friday, 11am-3pm in 34-301. There will be one hour for each of the eight core topics, following this schedule.

7 December 2014

We have released the promised grade calculator. See reference stuff above.

5 December 2014

Quiz 4 will be returned in tutorials next Monday and Tuesday. Alternatively, you can pick up your quiz from Prof. Winston's office when he is in. Thresholds are:

Thorough understandingAdequate understanding Needs work
Problem 1: Adaboost ≥ 45 ≥ 41 ≥ 36
Problem 2: Bayesian Inference ≥ 45 ≥ 42 ≥ 36
Total ≥ 90 ≥ 83 ≥ 72


Thorough understandingAdequate understanding Needs work
Spiritual and right-now ≥ 5 ≥4 ≥3

11 November 2014

Quiz 3 will be returned in tutorials next Monday and Tuesday. Alternatively, you can pick up your quiz from Prof. Winston's office. Thresholds are:

Thorough understandingAdequate understanding Needs work
Problem 1: Neural nets ≥ 43 ≥ 38 ≥32
Problem 2: Support vector machines ≥45 ≥41 ≥35
Total ≥ 88 ≥79 ≥67


Thorough understandingAdequate understanding Needs work
Spiritual and right-now ≥ 5 ≥4 ≥3

19 October 2014

Quiz 2 will be returned in tutorials on Monday and Tuesday. Thresholds are:

Thorough understandingAdequate understanding Needs work
Problem 1: Nearest neighbors & identification trees ≥ 45 ≥40 ≥35
Problem 2: Constraint satisfaction problems ≥43 ≥37 ≥31
Total ≥ 88 ≥77 ≥66


Thorough understandingAdequate understanding Needs work
Spiritual and right-now ≥ 5 ≥4 ≥3

12 October 2014

Some students have asked where to find solutions to the first quiz. Solutions to this year's exams are made available in the quiz archive, along with the previous year's exams. In particular, here are the solutions to the first quiz: [1] .

8 October 2014

As was announced in lecture, there will be no tutorials next week. In place of tutorials on Tuesday, October 14, there will be office hours from 10 AM to 9 PM. Details can be found on the Office Hours page.

There will be no office hours on Wednesday, October 15 due to quiz grading.

2 October 2014

A new, Java 8, version of the Demonstration package has just been released. See Demonstrations, above.

28 September 2014

Quiz 1 will be returned in tutorials on Monday and Tuesday. Thresholds are:

Thorough understandingAdequate understanding Needs work
Problem 1: Rule-based systems ≥ 35 ≥30 ≥25
Problem 2: Search ≥52 ≥46 ≥38
Total ≥ 87 ≥76 ≥63

23 September 2014

Note that there is an in-class examination on Friday, 26 September. If your family name is in the A-L range, you will take the exam in Walker, 50-340. Else, you will take it in 10-250.

18 September 2014

The final has been scheduled for Tuesday, December 16, 9:00 to 12:00 noon in Johnson-Track.

3 September 2014

Next lecture is Monday, 8 September (no class on Friday, 5 September). Tutorials begin on Monday. If you have not filled out a tutorial availability form, fetch one from the plastic bin outside Professor Winston's office (32-251), fill it out, and put it back in marked place.

Rules of engagement are now explained in Frequently asked questions.


If you wish to take the subject, but have not yet signed up, please go through the add ritual as soon as practicable, so we can ask the department for more help.

June 2014

In the fall semester of 2014, 6.034 will meet Monday, Wednesday, and Friday from 10 to 11. Most, but not all of Professor Winston's lectures will be on Monday and Wednesday. On many, but not all Fridays, you will learn about what is happening in the field right now from someone who is doing work right now in an area related to the Monday and Wednesday lectures.

Examinations will cover material from the traditional lectures as well as the right-now lectures. It will be extremely difficult to field questions on the right-now material if you do not attend the right-now lectures because the material is not yet in textbooks or, in many cases, published papers.

Tutorials will meet weekly on Monday and Tuesday. On the first day of class, you will fill out a form that will enable us to assign you to a tutorial.

There are no recitations.

6.034 is no longer offered in the spring term.

More details will emerge during the first lecture on Wednesday, 3 September 2014.

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