Lecture 01 - The Learning Problem
Ғылым және технология
The Learning Problem - Introduction; supervised, unsupervised, and reinforcement learning. Components of the learning problem. Lecture 1 of 18 of Caltech's Machine Learning Course - CS 156 by Professor Yaser Abu-Mostafa. View course materials in iTunes U Course App - itunes.apple.com/us/course/ma... and on the course website - work.caltech.edu/telecourse.html
Produced in association with Caltech Academic Media Technologies under the Attribution-NonCommercial-NoDerivs Creative Commons License (CC BY-NC-ND). To learn more about this license, creativecommons.org/licenses/b...
This lecture was recorded on April 3, 2012, in Hameetman Auditorium at Caltech, Pasadena, CA, USA.
Пікірлер: 447
This is what I call "A real Professor" , congratulations.
Can you imagine this material was on KZread since 2012! Thanks Caltech and professor Yaser for making it free.
Prof. Yaser is a great teacher!!
Yaser, you are not just a scientist but also an amazing teacher -- your students must be lucky to have you!
Prof. Yaser is a great Teacher. I'm seeing this for the first time (October 2019). Still the best.
One of the best teachers I have ever seen! Congratulations, Professor Mustafa!
Meus sinceros agradecimentos aos tradutores, ao caltech e ao professor. Conteúdo de qualidade e gratuito.
2021, and still it's a diamond. Kudos to the teacher.
The professor explains everything so clearly! The video and audio have high quality! The questions asked by the students have high quality!
this guy knows a lot about a lot, you can tell by the confidence with which he navigates the subject and how he is aware of the limits of the theory
48:05 It's some kind of revelation. I'm enjoying this lecture so much! Thank you! And Yaser is so intelligent and pleasant person.
For a beginner this is the course I find the best to start with. Thank You Professor.
In 2022 still I find his way of teaching way more informative rather than any recourses online or at Uni . great job
This professor is awesome and funny at the same time.
I have gone through many courses attempting to learn machine learning (no pun intended), and this one is definitely the best. 10/10
@vivekpal7559
8 жыл бұрын
+Tyler Waite Same here and I agree with you. It is the best. Takes you from abstract idea to deeper concepts for better and easier understanding. What other courses did you take btw?...I could use some if there is any I didnt come across on my own.
@tylerwaite8444
8 жыл бұрын
Besides this one, I mainly looked at the Stanford and MIT OpenCourseWare on KZread. It also looks like there is one my mathematicalmonk (looks similar to Khan Academy) that I would definitely look into if I had more time.
@vivekpal7559
8 жыл бұрын
Thanks man...I had never heard of mathematical monk before. Glad you mentioned it. Surely gonna follow his videos.
@shashanksagarjha2807
5 жыл бұрын
one by Ali ghodsi and Nando de freitas are also good
@carlosmspk
4 жыл бұрын
My teacher is apparently using this exact course as a basis. The power points are super similar and all!
Crystal clear exposition! This is the best intro to ML I have seen on YT.
Wow, I could not find any other resource that explained the intuition behind using the inner product. What a great teacher.
After Gilbert Strang's Linear Algebra course, probably the best course on the web.
@stanlee8134
6 жыл бұрын
Definitely agree
@johnk8174
6 жыл бұрын
High praise; so far it seems so
Thank you Professor Yaser Abu-Mostafa and to all you collogues and contributors. Most helpful and enjoyable. I'm impressed with Caltech.
Straight to the point with practical examples. After 10 minutes you already know what the course is about and if it is interesting to you. The best Lecture 1 of a course I have seen on any subject :)
One of the most wholesome lectures I have ever experienced, and especially useful for me and my particular situation. Thank you very much indeed!
Seriously, this is the best lecture on #ML available on web. Brilliant explanation and the examples at the beginning (specially the Credit approval one) is well explained and fits exactly into introduction to ML.
I had to come to comments section and search the man behind this lecture. A wonderful lecturer wish all teachers could teach like him
If you dont understand everything watch it again I some how missed all the important parts the first time and was confused but then I watched it a second time and it was amazing. I also like how he is smiling if he gets a question he can answer. :D Great lecture.
@zkzks
8 жыл бұрын
I THINK all machine learning lectures have to be watched twice :D
@danielgray8053
3 жыл бұрын
It's good to hear this. Yeah I do the same. I'm sick of all the people on here saying they watch it at 1.25 speed. I guarantee I am getting a better job than those people.
Very proud of my country Egypt and of the brilliant prof: Yaser
@AhMedKhaled-om8ly
2 жыл бұрын
مش متخيلة انا قاعد مبسوط منه ازاي طول المحاضرة جودة المحتوي مذهلة ما شاء الله
Love this. Thanks for the lectures CalTech! Perfect for the stay at home, wannabe grad student. (Like me!)
Big appreciation for whoever uploaded this video, It's such a huge help.
Great thing is i can learn Machine Learning from one of the best professor in the world and bad luck is even not single professor aware about ML in my collage.
@WhoForgot2Flush
6 жыл бұрын
You should try a college instead of a collage, you may have better luck.
This kind of learning resource is useful for providing professionals with the right intuition and conceptual framework in the technology of Machine Learning. More power to California Institute of Technology and Professor Yaser Abu-Mostafa.
Wow, superb lecture. Decided to watch the whole series. Thanks for uploading it.
My Learning Algorithm predicts that the professor loves his tea. This is what I call "A real Professor" , congratulations.
This lecturer is incredible
جهد رائع و عمل عظيم .. مشكور دكتور ع الشرح الواضح
Awesome teacher, teaching from realization...everything he makes so easy...kind of idol to me, added with his smile and ascent ...yes Sensational..
I'm just getting started learning ML. This lecture provides an excellent overview of the field.
Perfect way of giving lesson.. I have never understood ML course this way
I think it is the best machine learning introduction I have watched so far
Just started taking the online course and it exceeded my expectations. Love your teaching method and the "practical" topics included. Also thanks for including the QA session.
Enlightening analogy on unsupervised learning (learning Portugal language). Great teacher!
what a nice Professor : ) Keep going forward to deliver such an amazing lecture.
Greatest professor ever seen. Thank you!
l came here by chance and i surprised that this prof is Egyptian ,i am really proud of you sir you have a great style in teaching
I like the examples given by the professor! Vivid and thoughts provoking!
Many thanks for making this treasure online. Clear and straight forward.
Anyone watching in 2024?
@mehrdadhajiarbabi9621
5 ай бұрын
Yes, please add more videos on Al
@khanfahimtajwar01
4 ай бұрын
Yeah
@dandevaris9804
3 ай бұрын
yup
@amrendrasingh7140
3 ай бұрын
👍
@rakuuun4582
2 ай бұрын
Hello
It was great presentation. Kudos to Prof Yaser Abu-Mostafa for the same. It brought clarity on the fundamentals which were not clear from the books.
Great first lesson. I'm trying to get better at "skipping the introduction", and this is one instance I'm glad I did. Thanks! :)
This was a brilliant introduction to machine learning !
Excellent lecture. Way better than stanford because of low resolution and poor audibility.
The best lecture series I have seen so far.
Good lesson, really can learn a lot. The best part is easy to understand and very interesting
Excellent Introductory Lesson Professor :) Thank you for uploading it online :D
who on earth disliked and downvoted this video?..the professor's teaching from just the first lesson has inspired me to research into other ML ANNs beside just the perceptron like the Hopfield NN and gain a megatonne of info...from just the first damned lesson..and i was simply clicking on recommendations goddamit...had no clue about ML..those damned lucky students
The perceptron function hypothesis is actually a logistic regression, that guy makes it quite simple to understands the difference between the hypothesis/target function and the learning algorithm, the later is the true innovation for statisticians and econometricians.
now this is a great teacher !
Am I the only one who's addicted to Prof. Abu-Mostafa's adorable accent?
@mohamedbalshy3105
7 жыл бұрын
he is egyptian BTW
@shamsuddeen2004
6 жыл бұрын
I am bro
@est9949
5 жыл бұрын
No, actually it's hard to understand. The reason I endure his accent is his math talent, which is the most important factor.
@vickyys3301
5 жыл бұрын
He sounds like king julian from madagascar
@astaconteazamaiputin
3 жыл бұрын
Nope. It's a really nice accent. Makes everything sound friendly ^.^
Que obra! Por sua naturalidade de conhecer profundamento o que ministra, com generosidade e vontade ao ensinar, que acaba por nos revelar que o mestre é insubistituivel !!! Por qquer processo racional que seja, como eu depreendo daquilo que disseram Gödel, Newton da Costa, Fco. Dória e ai vai ... mestres ... E faz de um autor e professor como este um daqueles que a gente sente que nos liberta pela informação e não o oposto!
Amazing, best introduction to ML I have heard so far
Wonderful! Many thanks to the channel for providing subtitles in Portuguese.
This is the best Machine Learning course. 11 out of 10.
Excellent. Thank you Caltech and Prof Yaser Abu.
YEY!!! Thank you very much for such an amazing course!!!
أفضل محتوى شكرا جزيلا لكم دكتور ياسر
Very well done. Obviously Prof.Yaser has an in-depth knowledge and has put in lot of thought in creating this class. Good work, Sir.
My Learning Algorithm predicts that the professor loves his tea.
@Anna_K_
4 жыл бұрын
I think it rather "prefers tea to other drinks"
@blackwhite1257
Ай бұрын
He might be the mathematical equivalent of King Henry, for Professor is one of the best AI teachers ever and King Henry loved his tea
Muitas palmas com honras para esse professor!
i think one of the best introduction videos to machine learning! :) thanks a lot
What an Excellent Professor!, Caltech Please upload more courses.
The Great Lecture Sir ,You have put in lot of thought in creating this Presentation . Brilliant work !!
O.o more machine learning resources awesome. Thank you for the resources!
Sensacional!
@Pietrabentivi
9 жыл бұрын
Neural Nets ?
@alexfranco664
2 жыл бұрын
Ohh tu aí, mano. Sou seu fã, me ajudou em muitos mapas de Karnout na faculdade hehe
Thank you for this amazing lecture. Top notch.
Top Class Lecture. Great Professor. Brilliant.
Absolutely well done and definitely keep it up!!! 👍👍👍👍👍
2021 , you are still the best lecturer
Thank you for this great lecture.
What a great teaching..!! Salute you Sir.. Very nicely explained and taught.. Thank you..
Very simple, practical and understandable. Thanks
Exceptional professor indeed !!!
thnk u caltech n honourable professor for this noble work
Great Professor! Congratulations!
Very good lecture!!! He is also answering questions from the online audience!
Thank you Prof. Yaser, very useful lecture. thanks for sharing
I like his pronunciation. I'm even able to listen to him without subtitle.
This man is great! Hats off!
Excelente la introduccion al curso. Muy buen profesor.
Amazing lecture, thank you so much
Very interesting and practical, a good start today!
Breathe of fresh air. Thank you sir
I finally got the book and I'm glad I did.
Great course, in depth coverage, and wonderful presentation.
Great video! I like the puzzle part (53:00) This is the reason why I don't like most IQ tests. They show you just 5 sometimes even unordered pictures and want you to choose the one which belongs to them. There are many solutions usually.
What a great teacher!
I love the professor's humor.
Man... They had a better teacher in 2012 than ive got in 2020
Great content and taught in an Excellent manner
This is simply SUPERB.
teaching with passion..
My mind has been BLOWN
27:40 - "trying to arrive at this happy solution". hahaha