1. Introduction and Scope
Вставка
- Опубліковано 6 тра 2024
- MIT 6.034 Artificial Intelligence, Fall 2010
View the complete course: ocw.mit.edu/6-034F10
Instructor: Patrick Winston
In this lecture, Prof. Winston introduces artificial intelligence and provides a brief history of the field. The last ten minutes are devoted to information about the course at MIT.
License: Creative Commons BY-NC-SA
More information at ocw.mit.edu/terms
More courses at ocw.mit.edu
+Ella Shar The 6.034 course has 6.01 and 18.02 for prerequisites. You must be able to program in Python, and understand search algorithms (depth-first, breadth-first, uniform-cost, A*) and basic probability and state estimation (covered in 6.01). You will also need to know what the chain rule is and partial derivatives and dot products (covered in 18.02).
Electronics
FichDichInDemArsch instead of just making a statement sounding like a deliberately defiant teenager, why don't you spell out the advantages of such a choice? assuming all languages are capable to doing the desired tasks, then ultimately efficiency gain is desired - so can you code that much faster in either of them languages or will the resulting programs that much faster that it will compensate the prolonged development time?
FichDichInDemArsch Thank you for an elaborate and clear answer - I guess I was hasty to discard your comment. Probably based on some prejudice, which arose from your use of profanity and a username that could possibly only have come from a male teenager (as it means "fuck you in the ass" in German, with two (possibly deliberate) spelling mistakes). However, apart from that, you made a very good statement to underline your previous one-liner. PS: I have only few frustrations, so I need very little venting. :-)
FichDichInDemArsch We have courses available on those subjects as well. See the Electrical Engineering and Computer Science department for a full list of courses available at: ocw.mit.edu/courses/electrical-engineering-and-computer-science/ or through our Course Finder at: ocw.mit.edu/courses/find-by-topic/#cat=engineering&subcat=computerscience&spec=theoryofcomputation
+FichDichInDemArsch I think you're missing the goals of the class. Python is easier to read, easier to learn, easier to refactor, and has much more community support online. If lisp isn't written in a decent fashion, it can be nearly impossible to understand. It's an ok language I guess. There are so many more libraries for python. Not having to write code is the best form of abstraction.
I feel smart when I laugh with them
God Makoto ahh haha
😂😂😂
Me2 😆
Lmao wow 😭😭
You will be if you do it more often
It is a sad moment watching him explaining as I learned that this benovlent professor has passed away 19 July 2019. 💔
RIP
O. O thats so sad, he is so awesome, I was going to thank him..
I hope he gets better soon.
@@corkeybucheck8666 he is dead 😭😭
@@Kybalion88 may Allah bless him
Taking this lecture in 2019, RIP Prof. Patrick Henry Winston you're an amazing teacher
👍🏻
Was it Beneficial? Like was it outdated or still useful
@@rishabhvishal5425 The algorithms are never outdated - these courses will be good in 20 years from now
@@rishabhvishal5425 Most of this is "classical AI" or as the course where I studied it called it, "knowledge-based AI" or "cognitive systems." The "outdated" parts are as relevant as "classical physics," in that newer research has built upon them rather than invalidating them entirely
@@rishabhvishal5425 there hasn't been anything major in AI for 3 decades now. last major thing was in '86 when Geoffrey popularized backpropagation(didn't invent, just popularized a technique from 1949). Geoffrey was working on forward forward, a new way to train neural nets, however he stopped working on it.
38:50 He literally steps aside while saying "Let me step aside to make a remark" and goes on to say something off topic. Brilliant. I am going to try to do that as much as I can.
Thank you MIT for putting this online...thank you so much
Right how amazing that this is here and open to anyone to watch
Are there any prerequisites to take this course?
@@kryzer1215 probably yes. Computer science 1 and 2. Software systems, etc
RIP prof patrick, thank you for delivering such an awesome lectures, will really miss your teaching.
Did you go to mit?
I’m listening again to these wonderful lectures in 2023. When I first listened to them 8 years ago, as a nurse studying Health Informatics, I knew that this clever man would not live a long life. His body mass index and his laboured breathing told me that. People say body image doesn’t matter and, jn the entertainment industry, we frequently celebrate obesity. But believe me please, it does matter when your skeletal frame and body organs age. 76 was way too soon for Professor Winston to leave us 🙏💕
it deeply saddens me when an old person dies especially those with great knowledge and unique experiences.
We do NOT "frequently celebrate obesity". The opposite is true. Nevertheless, it is sad that he is gone at only 76 years of age.
bro my syllabus is this, should i go through this lecture series:
Introduction: Definitions and Approaches, History of AI, Philosophical Foundations of AI, Turing’s Test, Searle’s Chinese Room, Symbolic and Connectionist AI, Concept of Intelligent Agents.
AI Problem Solving: Problem solving as state space search, production system, control strategies and problem characteristics; Search techniques: Breadth First and Depth-first, Hill-climbing, Heuristics, Best-First Search, A* algorithm, Problem reduction and AO* algorithm, Constraints satisfaction, Means Ends Analysis, Game Playing.
Knowledge Representation and Reasoning: Predicate and prepositional logic, Resolution, Unification, Deduction and theorem proving, Question answering; Forward versus backward reasoning, Matching, Indexing, Semantic Net, Frames, Conceptual Dependencies and Scripts.
Applications: Introduction to Natural Language Processing, Expert System.
Suggested Readings:
1. S. Russel, P. Norvig, Artificial Intelligence: A Modern Approach, Pearson.
2. E. Rich, K. Knight, Artificial Intelligence, Tata McGraw Hill.
3. N. J. Nilsson, Artificial Intelligence: A New Synthesis, Morgan Kaufmann.
Your comments while being correct have nothing to do with what people are learning here.
People know we are a product of our choices. You are just using this genius of a man’s memory to make yourself sound intelligent. That’s sad!!
This gentleman is one of the most engaging lecturers I've ever seen. Lecture 1 and I'm wholly engaged!!
Where r u working now bro after 6yrs
he is dead :
congratulations on your engagement, both times.
Only way to remember you is this course..
I loved your every joke and the way you made this class so much interesting
Thanks for this MIT and
Thanks a lot Professor,
May you find peace.
Amen
did you grad from MIT?
@@allandogreat No, but I took this video course to understand about AI and ML.
But the professor was head of MIT SAIL and this course is taught by him every semester.
May we meet again
@@himal2000 yes yes
One of the best lecture I have attended, pretty happy to came across this. Thank you MIT and Mr.Winston to put it on internet, made it available for public. Attending regular courses are out of bound for me, but these kinds of sources helped me a lot. Please keep doing the good work.
Thanks you so much !!
This was absolutely gorgeous, I was immature at the time I took my Machine learning course at my university and barely scraped by with a 6 by answering all the mathmatical questions correctly (of which I guessed 3) So it is really nice to have the chance to take a course like this again and at Ivy league level for free, I just wanted to say bless you.
How much has your life changed since that?
Thank you to MIT and Dr. Winston for sharing this invaluable experience here!
Patrick Winston was the professor that got me hooked with MIT, it's sad to comprehend that such a talent is no way. At the same time, it is somewhat comforting that his videos will be avaiable forever, reflecting his thoughts, and the way of his teaching...
This lecture is Absolutely Incredible, owes so much to Patrick's teaching skills.
Thanks to the MIT for making this material available for anyone.
I never had the opportunity to meet Patrick Winston in person, but my companions and I devoured all his lectures and, in a way, he was another teacher for us.
Descanse en paz maestro.
I love Patrick Winston! Thank you so much for this lecture. I will take it to my English lessons!
I have watched some of this series once or twice already and will likely do so a third time at some point for completeness, such a great series.
RIP Professor Patrick Winston, your lectures are outstanding!!
Thankyou MIT and thankyou Patrick Winston for being such a great Instructor
This lecture is so full of wisdom! What a great way to start a course. 🙏🏻🙏🏻🙏🏻
Thank you MIT putting such a quality lectures online.
This man is at level 9999 in teaching. One of the best teacher I ever listen.
What a huge difference a good teacher makes! I wish I had teachers like this when I was in school.
this is not school bro
That.. Doesn't mean he didn't go to school.
@@name-mb8co wait, mit is not a school?
@@EOh-ew2qf He means it's a university. Ivy league.
This is ONE OF best teacher among whole uni instructors in UA-cam no matter in speech, explanation and logic. Still the best of the best. And very impressed that no computer allowed in his lecture but beholding your ears and eyes, so as the Prof. I would love to attend this Prof lecture if I got chance back to campus on the globe.:) I would rather stay with an inspiring and cool articulate teacher with well preparation and sense of humour instead of keeping on stuttering on lecture. A+ for this Prof. Again now i understand why MIT is the best school in the world just from this little window of this AI Prof. .............................................. STF...............................................................................
RIP Professor Winston - one of the most creative lecturers I've ever seen
The thinking about the scenario of the man running with a bucket full of water is a great analogy for how we can think of something without explicit information
Wherever you are Professor Winston, thank you.
Dr. Patrick Winston was terrific. I wish if he was my professor.
yeah, I finally got a model of my own thinking which is useful in several aspects. Great lectures.
This is so awesome! I wonder how many students calculated the odds of: if they could be the student on the dot graph that did not have to attend any classes and still pass the class! I love how Prof. Winston leaves the opportunity for each student make that decision for themselves. (Side note when the best imagination of the AI was to fly..... -from limited possibilities no less, I got a little misty. That was beautiful) 💕 #epic-educator #historic #iconic #storyteller
感谢MIT的分享！
Love you, Winston, R.I.P
Wow! Absoulutely amazing. What a talenetd thinker and professor.
Thanks Prof. Winston. RIP.
I am From a village in Kashmir. We Don't Have Teachers That Can Explain Things on this Level And i Totally depend on These Great Teachers in MIT. Lot's Of Love Sir, I wish I could be the Part Of that University. I Can Only Say Thank You So much for Quality Education .
Keep going!
@@entengummitiger1576 yes Just need Someone to Do together. It's a little difficult to to do all alone 💔
Must be hard. Can you move to a bigger city at least?
@@entengummitiger1576 No its Not possible for me. can't mention the issues here...😂
@@NeuralxAi Maybe this could be helpful discord.gg/CbVJYtz
Thanks for giving this opportunity to learn AI from world's biggest university which is the dream of every student in the world. Many many thanks for it.
Professor Winton’s history of AI that starts at about 20:20 focuses rule-based expert systems. He omits the history of neural networks. I believe there is some wisdom in doing that but I don’t quite understand it. He makes a powerful case for what really constitutes intelligence toward the end of this lecture.
Its great to finally understand what an aglet is!
I really like how Prof. Winston was able to weave AI into many different domains.
41:38 i love how a class attendance was presented in such a way, very innovative hehe
Thank you for posting this so very grateful 🙏🏾
It's interesting. I love the demostration part. The professor has good sense of humor
I like your name!
Wow, lots of powerful ideas in this one.
OMG Patrick Winston is a brilliant instructor.
The grading system is amazing!
Thank you very much for putting these online
it seems a good series. i am reading "artificial intelligence a modern approach" and hope this series would help me to grasp subjects in the book.
Great Teacher!
Miss you badly, but you & your jokes will remain ever fresh in my memory. Thanks & Good Bye.
This course is amazing. Thanks!!!
I remember seeing these videos years ago when I was thinking of undertaking AI courses at my university. He helped me make the decision to pursue it eventually. RIP :(
Do you regret the decision?
@@sarahtseng3881 i think he does lol
Gosh dang, watched half an hour of this and already feel like I've learned more than in a 90 minute lecture at my uni. MIT, why must you be on a different continent? :(
I’m excited to take this class. This is my first day.
Excellent lecture Professor
This lecture was a pleasure to watch.
Man, this Professor ROCKS!
so humorous
Today I have started to learn ai. The session was little difficult to understand but few examples help a lot to understand. I want to build a chat bot which can think and learn it self and answer all question what people used to ask me at my workplace. This is my target to learn AI.
Thank you for shareing such a grat class, its seem to me that I amreally present in the class. It is boon to me being a physically handicap boy. Thank you so much. :)
Thankx MIT for this gift .
Amazing class!
So glad I found this!
thank you very much for uploading
Rip professor 😔, I am grateful for the amazing lecture as I am watching it today in 2024🙏🙏
Great teacher!
I have a 1957 book by Chomsky "Syntactic Structures" that I reread from time to time (I have years of experience with parsers and compilers) and what he said at 35:22 reminds me of grammars generate context-sensitive languages (type 1) where with "α A β → α γ β" A modifies γ without touching α and β. However, if scientists focused more on language structures than on complex matrix operations, the algorithms of the future would do much more "intelligent" things than AI does today.
Just got out of last tutorial of the day at 4pm, texhausted and stumbled upon this lecture, It was the best entertainement possible, long live big ideas.
Hi bro
I want to start this AI cource
But this playlist is too old almost 10 years
So please give me feedback
I also heard about the nptel IIT Delhi AI cource playlist started 3years back
Please recommend me one iam confused
what an excellent lecture.
There we go!
Really nice lecture, very helpful
Thank you MIT
We found this video very usefull so we have added this to our course at caksha....
Thank You
Thank-you MIT
nicely done
one could always hum the edge of a rim pretty neat advantage .... thanks
14:38 DID NONE OF Y'ALL WATCH THE MASTERPIECE THAT IS PHINEAS AND FERB
I love this comment
YES I DID😭
@@acadboost-kalpitveerwal hahaha Kalpit good to see you here!!!
I would love to know how a modern AI class is being taught nowadays at MIT. This is a wonderful lecture series, but there has been so much progress in AI in the past 13 years, the class is bound to have been updated.
check out cs50AI
Lives of great men all remind us,
we can make our lives sublime,
and, departing, leave behind us,
footprints on the sands of time.
R.I.P Professor
What a great lecture?
This is simply awesome. Thank you MIT and greetings from Algeria.
Question though, are the recitations and mega recitations available one UA-cam too?
He is an amazing teacher
👍🏻
Think about giving these lectures yourself... It is not easy to do this. Believe me, I have been a teacher of mathematics at the Junior High School level. Math is not an easy subject to start with. It's not easy to make interesting to a large group of people. It is not easy to connect mathematics to people's daily lives. However, Prof. Winston makes this look effortlessly easy. He engages his students, he calls them by their names and he makes them laugh and keeps then engaged the whole time. This carries on while they do their homework and take their exams. He has truly inspired the next generation of learner, teacher and masters. RIP good fellow. RIP.
Thank you seriously
Thanks a lot for teaching
This professor is awesome
wow. A professor that actually knows the names of his students :)
Amazing course thank you. Can anybody explain to me the stuff with the wheel ? I didn't understand anything.
Thank you sir..
The course is amazing,
I feel sad after finishing all the lectures, this was quite a journey.
I just wonder if there is a way to download the source code for "magical" demo program the professor used during lectures
I have bought the book, but the instructions for source code examples (emailing specific mit.edu email) does not work anymore..
His handwriting so satisfying
i bet there are people at mit who literally DID draw a state diagram when they were 7 (probably came up with it entirely de novo) to solve that problem and they're doing very great things now :D
Thanks mit
Man great job this series seems awesome. That app seemed questionable though lol.
This course is too great. I feel the last speech like the content of Homo Sapient book of Yuval Harrari
”Frequently you can substitute computing for intelligence”
That’s an interesting distinction.
I think that the material shown here will be of actuality in 30 years too. I think that the IMAGINE aspect is crucial. RIP Prof PHW
The irony of watching this on a laptop n.n
LOVE.
What does marshalling the resources of the perceptual apparatus going down means? @37:13