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<big>Somewhere, something went wrong.</big>
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 +
<center>
-
This is the site for 6.034 Artificial Intelligence, with Prof. Patrick Winston.
+
</center>
 +
 
 +
== '''Welcome to the 2016 Edition of 6.034'''==
 +
 
 +
===Logistical stuff:===
 +
* [[Frequently Asked Questions | Frequently asked questions]]
 +
* [[Grading and collaboration policy]]
 +
* [[Staff | Staff email addresses]]
 +
* [[Recitations | Recitation assignments]]
 +
* [[Office Hours | Office Hours]]
 +
* [[Reference material and playlist | What material will be on the quiz?]]
 +
* [http://goo.gl/forms/5Q6X53fNrE Suggestion Box]
 +
 
 +
===Reference stuff:===
-
* [[Problem sets]]
 
* [[Calendar]]
* [[Calendar]]
-
* Tips for [[using DrScheme]]
+
 
-
* [[Staff]]
+
* [[Reference material and playlist]]
-
* [[Tutorial assignments]]
+
 
-
* [[Recitation assignments]]
+
* [[Labs]] (also known as "problem sets")
-
* [[Frequently Asked Questions]]
+
 
 +
* [http://piazza.com/mit/fall2016/6034 Piazza]
 +
<!-- fix: * '''NEW:''' [http://web.mit.edu/6.034/www/sigmoid/ Grade Calculator] -->
* [[Demonstrations]]
* [[Demonstrations]]
 +
 +
* [http://web.mit.edu/dxh/www/ Dylan's AI Demonstrations]
 +
 +
* [http://courses.csail.mit.edu/6.034f/Examinations/ Quiz archive]
 +
 +
 +
Note that the current staff mailing list is '''6.034-2016-staff''' at mit.edu.
== News ==
== News ==
-
__TOC__
 
-
=== September 26, 2006 ===
+
===20 October 2016: Quiz 2 thresholds===
-
Tutorial hours will be held on Tuesday this week.  Monday was a student holiday so Monday students can go to ANY Tuesday tutorial they can makeThe tutorials will be a quiz review for Wednesday's quiz. Bring questions about material you're unsure about.  
+
Quiz 2 will be returned in recitations on Monday and Tuesday.  Beginning Wednesday, you may pick up your quiz from Professor Winston's office ([http://web.mit.edu/6.034/www/32-251.jpg 32-251]) when he is in, or contact your TA to arrange a pick-up. Thresholds are:
-
The exam will cover the material learned so far in the course, which can be found at [[Calendar]].  Exam questions are quite like what you've seen in mega-recitation and tutorials.  Past exams can be accessed at:  
+
{| cellpadding=2 border=1 cellspacing=2
-
[http://courses.csail.mit.edu/6.034/Fall/Examinations/]
+
|-
 +
| ||Thorough understanding (5) ||Acceptable understanding (4)|| Some understanding (3) / Needs work
 +
|-
 +
| style="text-align:left;" | Problem 1: Constraints || ≥ 45 || ≥ 39 || ≥ 33
 +
|-
 +
| style="text-align:left;" | Problem 2: ID Trees || ≥ 31 || ≥ 24 || ≥ 20
 +
|-
 +
| style="text-align:left;" | Problem 3: kNN || ≥ 12 || ≥ 9 || ≥ 6
 +
|-
 +
| style="text-align:left;" | '''Total''' || '''≥ 88''' || '''≥ 72''' || '''≥ 59'''
 +
|}
-
The terminology has changed over the past several years, and no previous 6.034 class has been in this format with four quizzes, so the mega-recitation still provides the best example problems for quizzes.
 
-
In particular, we will not use the terms "trigger" and "visited list" this year, the quiz will be shorter than previous years' Quiz 1, and it will of course only cover topics we've covered in the class so far.
+
{| cellpadding=2 border=1 cellspacing=2
 +
|-
 +
| ||Thorough understanding (5) ||Acceptable understanding (4)|| Some understanding (3) / Needs work
 +
|-
 +
| style="text-align:left;" |Spiritual and right-now || ≥ 5 || ≥ 4 || ≥ 3
 +
|}
-
=== September 25, 2006 ===
+
===18 October 2016: Quiz 2 locations===
-
Reminder: There will be an in-lecture quiz on Wednesday,September 27. As always in 6.034, the quiz will be open book and open notes; bring anything you want within reasonLaptops are not considered within reason.
+
Quiz 2 is tomorrow during class time (10 AM). If you were in Walker for the first quiz, you will be in 10-250, and vice versaThat is:
 +
*Family name A-L: 10-250
 +
*Family name M-Z: Walker, 3rd floor
-
=== September 22, 2006 ===
+
===30 September 2016: Right now with Professor Gerald Sussman===
-
[[Problem set 1]] has been graded, and the grades were e-mailed out by GraderBot. If you haven't received any grade e-mails yet, we might not know you're in the class, so [mailto:6.034-tas@mit.edu e-mail the TAs].
+
-
The [http://web.mit.edu/6.034/psets-f06/ps0 solutions to pset 0] and [http://web.mit.edu/6.034/psets-f06/ps1 solutions to pset 1] have been released.
+
===28 September 2016: Quiz 1 thresholds===
 +
Quiz 1 will be returned in recitations on Monday and Tuesday. Beginning Wednesday, you may pick up your quiz from Professor Winston's office ([http://web.mit.edu/6.034/www/32-251.jpg 32-251]) when he is in, or contact your TA to arrange a pick-up. Thresholds are:
-
=== September 19, 2006 ===
+
{| cellpadding=2 border=1 cellspacing=2
-
An erratum has been added to [[Problem set 1]], clarifying some inconsistency in the use of the word "trigger".
+
|-
 +
| ||Thorough understanding (5) ||Acceptable understanding (4)|| Some understanding (3) / Needs work
 +
|-
 +
| style="text-align:left;" | Problem 1: Search || ≥ 31 || ≥ 26 || ≥ 21
 +
|-
 +
| style="text-align:left;" | Problem 2: Rule-Based Systems || ≥ 36 || ≥ 30 || ≥ 26
 +
|-
 +
| style="text-align:left;" | Problem 3: Games || ≥ 20 || ≥ 16 || ≥ 12
 +
|-
 +
| style="text-align:left;" | '''Total''' || '''≥ 87''' || '''≥ 72''' || '''≥ 59'''
 +
|}
 +
<!--
 +
{| cellpadding=2 border=1 cellspacing=2
 +
|-
 +
| ||Thorough understanding (5) ||Acceptable understanding (4)|| Some understanding (3) / Needs work
 +
|-
 +
| style="text-align:left;" |Spiritual and right-now || ≥ 5 || ≥ 4 || ≥ 3
 +
|}
 +
-->
-
=== September 17, 2006 ===
+
===27 September 2016: Quiz 1 locations===
-
Grades for PS0 have been e-mailed out.
+
Quiz 1 is tomorrow during class time (10 AM). Half of you will take the quiz in Walker, half in 10-250, enabling less crowded conditions. Locations:
 +
*Family name A-L: Walker, 3rd floor
 +
*Family name M-Z: 10-250
-
If you didn't receive a grade, it may be that we haven't graded your problem set yet. It could be because we don't know your Athena username, or because you submitted it late, in which case it will be sent out in a second round of grading.
+
===21 September 2016: Final date announced===
-
(If you are listed on [[Tutorial assignments]] with an address that isn't @mit.edu, please [mailto:6.034-tas@mit.edu let us know] your Athena username. If you are a cross-registered student, you are supposed to be able to acquire an Athena username.)
+
We have just learned that the 6.034 final will be Tuesday, 20 December 2016, 1:30 to 4:30.  Conflict exam schedule will not be set until just after drop date.
-
=== September 14, 2006 ===
+
===19 September 2016: Lab 3 released===
-
Mega-Recitation will be held tomorrow, Friday 11AM-Noon, in 32-123.
+
[[Lab 3]] has been released.  Lab 3 covers games, which will be one of the three topics on Quiz 1.  In keeping with our principle of having labs due before the relevant quiz, Lab 3 will be due next Monday, September 26; Quiz 1 will follow on Wednesday, September 28.  
-
[[Problem set 1]] has been released.
+
Quiz 1 covers rule-based systems (Lab 1), search (Lab 2), and games (Lab 3).
-
=== September 13, 2006 ===
+
===15 September 2016: Lab 2 released; Lab 0 solution + office hours posted===
-
[[Problem set 0]] is due at midnight tonight.
+
-
Thursday recitation room assignments have been made.  Check the [[Recitation assignments]] page for where your section will meet.
+
Three announcements:
-
=== September 12, 2006 ===
+
1. [[Lab 2]], on basic search (yesterday's lecture) and optimal search (tomorrow's lecture), has been released.  Lab 2 is due by Thusday, September 22 at 10:00pm.  Labs 1 and 2 are due in the same week, so we recommend working on them in parallelYou can think of them as one longer lab, split into two separately graded sections.
-
Recitations have been assigned. Check the [[Recitation assignments]] page for which one you're in.   
+
-
Some of the tutorials that meet on Monday have been assigned different rooms since yesterday. Check the updated [[tutorial assignments]] page for permanent room assignments.
+
2. The solution to Lab 0 is now viewable (and downloadable) online:
 +
http://web.mit.edu/6.034/www/labs/lab0_solution.py
-
=== September 8, 2006 ===
+
Although we generally will not post lab solutions, we are providing this one for Lab 0 to demonstrate some useful implementation techniques that may come in handy for future labs, as well as few fun Python tricks.
-
Tutorials have been assigned. Check the [[tutorial assignments]] page for which one you're in.
+
-
Recitations will be assigned by Wednesday.
+
3. The weekly [[Office Hours|office hour schedule]] for the semester is available.  Room numbers will be added to the page as we receive them from the scheduling office.  Throughout the semester, the page will be updated with any last-minute changes to office-hour times or locations.
-
=== September 5, 2006 ===
+
===14 September 2016: 3-unit add-on subject - Important announcements===
-
Based on discussions with students from previous years, we are introducing several changes
+
A couple of announcements regarding the 3-unit add-on section taught on
-
in the fall, 2006 version of 6.034, including the following:
+
Fridays.
-
==== Quizzes and evaluations ====
+
1. If you would like to get credit for it, please register on-line in
-
This year, we will have 4 quizzes instead of 2, so as to both reduce time pressure and
+
the usual way (using the Registrar's link) using the subject number
-
test less material per quiz.
+
6.S063.
-
The final will be organized into parts corresponding to the quizzesIf you have a bad day
+
2. We will have 2 Friday sessions, 2pm and 3pmFor people who came
-
on one of the quiz days, you can make up for it on the final, as we propose to give you  
+
last time and filled in preference forms, it appears that we will have
-
the higher of the two grades.
+
enough space so that you can attend the time you prefer, either 2 or 3
 +
pm, without having to re-assign anyone or run a lottery.  If you didn't
 +
come last week and want to sign up, you still can. Listeners are
 +
welcome.
-
All quizzes and the final are open book, open notes, open problem sets and solutions,
+
We're still waiting for the numbers to stabilize, so for this week we
-
open everything, except for computers.
+
will hold both the 2pm and 3pm sections in 10-250.  We will most likely
 +
move to more reasonably sized rooms after this week.
-
==== Tutorials and recitations ====
+
===12 September 2016: Lab 1 released===
 +
[[Lab 1]], on rule-based systems, has been released.  It is due by next Tuesday, September 20, at 10:00pm.
-
As in previous years, we will have tutorials on Mondays and Tuesdays and recitations on  
+
===10 September 2016: Recitation assignments===
-
Thursdays and FridaysIn addition, this year we are introducing the concept of a  
+
...are now available via the [https://ai6034.mit.edu:444/recitation/ Recitation Self-Service page] (certificates required).  If you have not been assigned to a section, please use the page to join one.
-
megarecitation, to be held 11&#150;12 on Fridays.  Roughly, the purpose of each element is  
+
 
-
as follows:
+
===Summer 2016===
 +
 
 +
====New opportunity in 2016====
 +
 
 +
The 2016 edition of 6.034 will offer an optional 3-unit add-on set of lectures given by Professor Robert C. Berwick. This addition will supplement the main lectures and recitations because it will focus on the science side of 6.034, addressing long-standing scientific questions and biological intelligence, rather than existing tools for building applications.   Evolution and human language will be emphasized. 
 +
 
 +
The add on is scheduled to meet on Fridays, either 2-3pm or 3-4pm, in room 36-372.  <!--You can express interest via [https://docs.google.com/forms/d/e/1FAIpQLSdy_71vzWWNJLM4eiBUMOjbIVxs93D4b-5HE-gKoJ1Chyq2Lg/viewform the recitation request form].-->
 +
 
 +
====We are pleased to note ...====
 +
 
 +
...that Bloomberg has listed 6.034 as among [http://www.bloomberg.com/news/articles/2015-06-11/five-of-the-best-computer-science-classes-in-the-country "Five of the Best Computer Science Classes in the U.S."]
 +
 
 +
What they meant to say is that 6.034 has had outstanding TAs.  Among them is head-TA
 +
Jessica Noss, the 2016 winner of the EECS Carlton E.  Tucker Award for outstanding
 +
teaching as a graduate-student teaching assistant.
 +
 
 +
====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]
 +
 
 +
====About 6.034, Fall 2016 Edition====
 +
 
 +
<table border=1 cellspacing=0 cellpadding=10">
 +
<tr><td>
 +
In the fall semester of 2016, 6.034 will meet Monday, Wednesday, and Friday from 10 to 11
 +
in 10-250.  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 lecturesIt 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.
 +
 
 +
Recitations (previously known as "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 recitation.
 +
 
 +
6.034 is no longer offered in the spring term.
 +
 
 +
More details will emerge during the first lecture on Wednesday, 7 September 2016.
-
<table cellpadding=5 border=1><tr><td>
 
-
<b>Element</b> </td><td><b>Purpose</b>
 
-
</td></tr><tr><td>Lectures: </td><td>To introduce most of the material and provide the big picture
 
-
</td></tr><tr><td>Tutorials: </td><td>To provide help with the homework and assess understanding
 
-
</td></tr><tr><td>Mega recitation: </td><td>To demonstrate how to work problems of the kind that tend to show up on the quizzes
 
-
</td></tr><tr><td>Regular recitations </td><td>To introduce some of the material, answer questions, provide additional
 
-
perspective, and be a venue small enough for discussion
 
</td></tr></table>
</td></tr></table>
-
==== Times and places of recitations and tutorials ====
+
== '''What should I take after 6.034?'''==
-
We will ask you to fill out a schedule form in the first lecture so that we can make
+
 
-
assignmentsIgnore the times listed by the registrar.
+
<big>
 +
 
 +
For 6.034 alums looking for related subjects, we recommend the following, as of
 +
31 January 2016.  There may be additions through registration day.
 +
 
 +
<!-- ====Subjects by Right Now Lecturers, Spring====
 +
{| border=1 cellspacing=0 cellpadding=3 style="font-size:90%;"
 +
! Instructor !! Right Now Talk !! Number!! Title
 +
|-
 +
| Gerald Sussman || Propagator networks || 6.945 || Large-scale symbolic systems
 +
|-
 +
| Ed Boyden || Enlarging brain tissue || 20.309 || Biological instrumentation and software
 +
|-
 +
| Julie Shah || Getting people on the same page || 16.35 || Real time systems and software
 +
|-
 +
| Pawan Sinha et al.|| The vision of the newly sighted || 9.012 || Cognitive science
 +
|-
 +
| Patrick Winston || Understanding stories || 6.803/6.833 || The Human Intelligence Enterprise
 +
|}
 +
Note that 6.803/6.833 is a lotteried subject, oversubscribed.  See
 +
[http://courses.csail.mit.edu/6.803/index.html 6.803/6.833 home page].
 +
-->
 +
 
 +
<!-- ====Other subjects of note, Spring====
 +
 
 +
{| border=1 cellspacing=0 cellpadding=3 style="font-size:90%;"
 +
! Instructor !! Number!! Title
 +
|-
 +
| Brian Williams || 6.834J/16.412J || Cognitive Robotics
 +
|-
 +
| Barzilay-Jaakkola-Kaelbling || 6.036 ||Introduction to Machine Learning
 +
|-
 +
| Berwick and Bartel || 6.049J ||  Evolutionary Biology: Concepts, Models and Computation
 +
|}
 +
 
 +
6.036 could be called Computational Statistics.  It is not about perception, cognition,
 +
or action, but it is a valuable subject that everyone should take.
 +
-->
 +
 
 +
====Subjects of note, Fall====
 +
 
 +
{| border=1 cellspacing=0 cellpadding=3 style="font-size:90%;"
 +
! Instructor !! Number!! Title
 +
|-
 +
| Brian Williams || 16.410J/16.413J || Principles of Autonomy and Decision Making
 +
|-
 +
| Gerald Sussman || 6.946 || Classical mechanics: a computational approach
 +
|-
 +
|}
 +
 
 +
====Subjects associated with the Center for Brains, Minds, and Machines====
-
There will be no tutorials, regular recitations, or megarecitation during the first week
+
[http://cbmm.mit.edu/education/courses Many subjects] are taught, Spring and Fall, by faculty associated
-
of class, the week of September 4.
+
with the  
 +
[http://cbmm.mit.edu/ Center for Brains Minds and Machines].

Revision as of 21:13, 21 October 2016

Image:Evolve.jpg
Somewhere, something went wrong.

Contents

Welcome to the 2016 Edition of 6.034

Logistical stuff:

Reference stuff:

  • Labs (also known as "problem sets")


Note that the current staff mailing list is 6.034-2016-staff at mit.edu.

News

20 October 2016: Quiz 2 thresholds

Quiz 2 will be returned in recitations on Monday and Tuesday. Beginning Wednesday, you may pick up your quiz from Professor Winston's office (32-251) when he is in, or contact your TA to arrange a pick-up. Thresholds are:

Thorough understanding (5) Acceptable understanding (4) Some understanding (3) / Needs work
Problem 1: Constraints ≥ 45 ≥ 39 ≥ 33
Problem 2: ID Trees ≥ 31 ≥ 24 ≥ 20
Problem 3: kNN ≥ 12 ≥ 9 ≥ 6
Total ≥ 88 ≥ 72 ≥ 59


Thorough understanding (5) Acceptable understanding (4) Some understanding (3) / Needs work
Spiritual and right-now ≥ 5 ≥ 4 ≥ 3

18 October 2016: Quiz 2 locations

Quiz 2 is tomorrow during class time (10 AM). If you were in Walker for the first quiz, you will be in 10-250, and vice versa. That is:

  • Family name A-L: 10-250
  • Family name M-Z: Walker, 3rd floor

30 September 2016: Right now with Professor Gerald Sussman

28 September 2016: Quiz 1 thresholds

Quiz 1 will be returned in recitations on Monday and Tuesday. Beginning Wednesday, you may pick up your quiz from Professor Winston's office (32-251) when he is in, or contact your TA to arrange a pick-up. Thresholds are:

Thorough understanding (5) Acceptable understanding (4) Some understanding (3) / Needs work
Problem 1: Search ≥ 31 ≥ 26 ≥ 21
Problem 2: Rule-Based Systems ≥ 36 ≥ 30 ≥ 26
Problem 3: Games ≥ 20 ≥ 16 ≥ 12
Total ≥ 87 ≥ 72 ≥ 59

27 September 2016: Quiz 1 locations

Quiz 1 is tomorrow during class time (10 AM). Half of you will take the quiz in Walker, half in 10-250, enabling less crowded conditions. Locations:

  • Family name A-L: Walker, 3rd floor
  • Family name M-Z: 10-250

21 September 2016: Final date announced

We have just learned that the 6.034 final will be Tuesday, 20 December 2016, 1:30 to 4:30. Conflict exam schedule will not be set until just after drop date.

19 September 2016: Lab 3 released

Lab 3 has been released. Lab 3 covers games, which will be one of the three topics on Quiz 1. In keeping with our principle of having labs due before the relevant quiz, Lab 3 will be due next Monday, September 26; Quiz 1 will follow on Wednesday, September 28.

Quiz 1 covers rule-based systems (Lab 1), search (Lab 2), and games (Lab 3).

15 September 2016: Lab 2 released; Lab 0 solution + office hours posted

Three announcements:

1. Lab 2, on basic search (yesterday's lecture) and optimal search (tomorrow's lecture), has been released. Lab 2 is due by Thusday, September 22 at 10:00pm. Labs 1 and 2 are due in the same week, so we recommend working on them in parallel. You can think of them as one longer lab, split into two separately graded sections.

2. The solution to Lab 0 is now viewable (and downloadable) online: http://web.mit.edu/6.034/www/labs/lab0_solution.py

Although we generally will not post lab solutions, we are providing this one for Lab 0 to demonstrate some useful implementation techniques that may come in handy for future labs, as well as few fun Python tricks.

3. The weekly office hour schedule for the semester is available. Room numbers will be added to the page as we receive them from the scheduling office. Throughout the semester, the page will be updated with any last-minute changes to office-hour times or locations.

14 September 2016: 3-unit add-on subject - Important announcements

A couple of announcements regarding the 3-unit add-on section taught on Fridays.

1. If you would like to get credit for it, please register on-line in the usual way (using the Registrar's link) using the subject number 6.S063.

2. We will have 2 Friday sessions, 2pm and 3pm. For people who came last time and filled in preference forms, it appears that we will have enough space so that you can attend the time you prefer, either 2 or 3 pm, without having to re-assign anyone or run a lottery. If you didn't come last week and want to sign up, you still can. Listeners are welcome.

We're still waiting for the numbers to stabilize, so for this week we will hold both the 2pm and 3pm sections in 10-250. We will most likely move to more reasonably sized rooms after this week.

12 September 2016: Lab 1 released

Lab 1, on rule-based systems, has been released. It is due by next Tuesday, September 20, at 10:00pm.

10 September 2016: Recitation assignments

...are now available via the Recitation Self-Service page (certificates required). If you have not been assigned to a section, please use the page to join one.

Summer 2016

New opportunity in 2016

The 2016 edition of 6.034 will offer an optional 3-unit add-on set of lectures given by Professor Robert C. Berwick. This addition will supplement the main lectures and recitations because it will focus on the science side of 6.034, addressing long-standing scientific questions and biological intelligence, rather than existing tools for building applications. Evolution and human language will be emphasized.

The add on is scheduled to meet on Fridays, either 2-3pm or 3-4pm, in room 36-372.

We are pleased to note ...

...that Bloomberg has listed 6.034 as among "Five of the Best Computer Science Classes in the U.S."

What they meant to say is that 6.034 has had outstanding TAs. Among them is head-TA Jessica Noss, the 2016 winner of the EECS Carlton E. Tucker Award for outstanding teaching as a graduate-student teaching assistant.

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

About 6.034, Fall 2016 Edition

In the fall semester of 2016, 6.034 will meet Monday, Wednesday, and Friday from 10 to 11 in 10-250. 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.

Recitations (previously known as "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 recitation.

6.034 is no longer offered in the spring term.

More details will emerge during the first lecture on Wednesday, 7 September 2016.

What should I take after 6.034?

For 6.034 alums looking for related subjects, we recommend the following, as of 31 January 2016. There may be additions through registration day.


Subjects of note, Fall

Instructor Number Title
Brian Williams 16.410J/16.413J Principles of Autonomy and Decision Making
Gerald Sussman 6.946 Classical mechanics: a computational approach

Subjects associated with the Center for Brains, Minds, and Machines

Many subjects are taught, Spring and Fall, by faculty associated with the Center for Brains Minds and Machines.

Personal tools