11. Introduction to Machine Learning

MIT 6.0002 Introduction to Computational Thinking and Data Science, Fall 2016
View the complete course: ocw.mit.edu/6-0002F16
Instructor: Eric Grimson
In this lecture, Prof. Grimson introduces machine learning and shows examples of supervised learning using feature vectors.
License: Creative Commons BY-NC-SA
More information at ocw.mit.edu/terms
More courses at ocw.mit.edu

Пікірлер: 439

  • @jmrbug9623
    @jmrbug96234 жыл бұрын

    If there is anything I can be truly thankful for, it's education made available for free, especially from MIT.

  • @hanumareddy5431

    @hanumareddy5431

    4 жыл бұрын

    LJ

  • @yt-sh

    @yt-sh

    4 жыл бұрын

    true that

  • @vikatsybko4484

    @vikatsybko4484

    4 жыл бұрын

    Just remember, it is not free for them, someone pays for it to be available for us. So the best gratitude is a donation :)

  • @alekseibuinyi

    @alekseibuinyi

    2 жыл бұрын

    @@vikatsybko4484 haha, nice joke)

  • @leixun
    @leixun3 жыл бұрын

    *My takeaways:* 1. What is machine learning 8:13 2. How are things learned 9:55 3. Supervised learning and unsupervised learning 13:55 4. Clustering 15:01 5. Feature engineering 25:35 6. Minkowski metric: Manhattan distance and Euclidean distance 34:19 7. Classification example 43:42 - Confusion matrix and accuracy 46:50 - Other measurements: positive predictive value, sensitivity and specificity 49:25

  • @maybe9357

    @maybe9357

    3 жыл бұрын

    Thank you

  • @leixun

    @leixun

    3 жыл бұрын

    Kartik Verma you’re welcome

  • @madylal

    @madylal

    2 жыл бұрын

    Very helpful

  • @leixun

    @leixun

    2 жыл бұрын

    @@madylal Welcome to check out my research on my channel.

  • @madylal

    @madylal

    2 жыл бұрын

    @@leixun link please?

  • @aliceinwonderchen2423
    @aliceinwonderchen24235 жыл бұрын

    Will definitely make a donation to MIT after I got my dream job.

  • @artofexistance

    @artofexistance

    4 жыл бұрын

    Me and you both brother

  • @fuckyoutubeusernamechange

    @fuckyoutubeusernamechange

    3 жыл бұрын

    ​@@artofexistance Me too

  • @semtex6412

    @semtex6412

    3 жыл бұрын

    how far along are you now?

  • @memecombine

    @memecombine

    3 жыл бұрын

    @@semtex6412 he works at pied piper now

  • @semtex6412

    @semtex6412

    3 жыл бұрын

    @@memecombine 😂😂

  • @kamalkumarmukiri4267
    @kamalkumarmukiri42676 жыл бұрын

    I thank MIT for uploading such a valuable videos to the world.

  • @JamesSusanka
    @JamesSusanka7 жыл бұрын

    This is awesome! Thank you MIT.

  • @ahmadalayan6866
    @ahmadalayan68666 жыл бұрын

    A very nice introduction. Thanks to Prof. Eric!

  • @ppvshenoy
    @ppvshenoy5 жыл бұрын

    This course is the BEST I’ve ever seen/heard explaining the concepts of Machine Learning/Deep Learning. Just simply awesome. MIT students are really lucky to have this professor. Makes me wish to be a college student again :-)

  • @karthin8017

    @karthin8017

    2 жыл бұрын

    If I had been taught by professors such as this, I wouldn't have dropped out of college

  • @amine5169

    @amine5169

    Жыл бұрын

    @Raymond Reddington Facts

  • @Asdfgadv33423

    @Asdfgadv33423

    Жыл бұрын

    @@karthin8017 It's your fault, not the professors. Go back to University and finish it

  • @naipahalcareerinstitute9100
    @naipahalcareerinstitute91005 жыл бұрын

    Sir good evening , I am not related to this subject but your way of explaining subject matter is excellent .You are lecturer from top most institute in the world so I love to watch way of teaching process , methods and dealing with subject topics.your attitude and way of dealing contents is Very simple.Congratulations sir..

  • @ryandsouza9042
    @ryandsouza90427 жыл бұрын

    God Bless MIT

  • @fariss9743

    @fariss9743

    7 жыл бұрын

    God Bless KZread!! :)

  • @Nizchul

    @Nizchul

    7 жыл бұрын

    God Bless Internet! :D

  • @VivekSolankiAqua

    @VivekSolankiAqua

    7 жыл бұрын

    God Bless "Electricity/Battery" :-P

  • @robroux6074

    @robroux6074

    6 жыл бұрын

    you mean the Institute.

  • @ManojKumar-mf6mu

    @ManojKumar-mf6mu

    6 жыл бұрын

    god bless big bang

  • @nicolareiman9687
    @nicolareiman96875 жыл бұрын

    I can listen to this teacher 100 hours continuously. the way he spread words and his character.

  • @sreedharks

    @sreedharks

    5 жыл бұрын

    me too Nicola

  • @satyapriyapanda8765

    @satyapriyapanda8765

    3 жыл бұрын

    Very lucid, amazing way of expression and course content is very practical.

  • @kwubegharitony2044
    @kwubegharitony20442 жыл бұрын

    Brilliant teachers in MIT. I envy the students in this department.

  • @HjalmarGuitarMaster
    @HjalmarGuitarMaster6 жыл бұрын

    i think that eric is a tremendous teacher; really enjoy watching him explain stuff

  • @alienkishorekumar
    @alienkishorekumar6 жыл бұрын

    Prof. Grimson is the best Professor ever.

  • @matiasrisso5917

    @matiasrisso5917

    3 жыл бұрын

    I completely agree. I've done his Intro to Computational Thinking course and it's been amazing, so clear and practical.

  • @leonzheng574
    @leonzheng574 Жыл бұрын

    I thank MIT, Prof Grimson, Prof Guttag, for the top quality, best and free lectures!

  • @zAbdullahKhan
    @zAbdullahKhan Жыл бұрын

    A phenomenal professor who also makes learning fun. This is lecture number 11, which means that there are more lectures under this course, but I couldn't find the entire playlist on the channel.

  • @mitocw

    @mitocw

    Жыл бұрын

    kzread.info/head/PLUl4u3cNGP619EG1wp0kT-7rDE_Az5TNd

  • @wiktormichalec5639
    @wiktormichalec56395 жыл бұрын

    I thank MIT for uploading such a valuable videos to the world. Will definitely make a donation to MIT after I got my dream job. I can listen to this teacher 100 hours continuously. the way he spread words and his character.

  • @sololife9403

    @sololife9403

    Жыл бұрын

    could you explain more about :' the way he spread words and his character.' I like the way of him: calm, clear

  • @paulushimawan5196

    @paulushimawan5196

    Жыл бұрын

    Prof. Eric Grimson is one of the world's best lecturer.

  • @leodexter191

    @leodexter191

    2 ай бұрын

    Is it 100% beginner friendly ?

  • @olutobajoel125
    @olutobajoel1252 жыл бұрын

    This is so exceptional and simplified, am so grateful for this.

  • @LD-zd5fr
    @LD-zd5fr3 жыл бұрын

    Excellent, clear, granular fit as an intro. I hope to be able keep pace as a newbie. Many thanks.

  • @itsmylife8639
    @itsmylife86395 жыл бұрын

    Brilliant. This is probably the best lecture on ML.

  • @Sasha-cg9cz
    @Sasha-cg9cz Жыл бұрын

    Excellent course and highly competent Professor! Thank you for sharing it online for free MIT, it really improved my fundamental understanding of machine learning.

  • @jasonh8212
    @jasonh82123 жыл бұрын

    blessed to have this free content. Thank you so much!

  • @maxajames
    @maxajames4 жыл бұрын

    The instructor is a gem of a person.

  • @flochforster22
    @flochforster224 жыл бұрын

    Gotta donate to MIT when I get a job really helpful video. Thanks!

  • @0xLych
    @0xLych2 жыл бұрын

    MIT classes, available for all, free for all, anywhere around the world. What a time to be alive.

  • @ashamilan1661
    @ashamilan16613 жыл бұрын

    Now I feel confident, I can learn Machine Learning. Thank you Sir.

  • @roodborstkalf9664
    @roodborstkalf96646 жыл бұрын

    I don't always like his sense of humor but this is an excellent lecture by professor Eric Grimson

  • @prashantsingh1096
    @prashantsingh10966 жыл бұрын

    Why I waisted my time on other video, when Prof. Eric is here.I am taking Andrew 's ML course and there I couldn't really understand overfitting and Prof. Eric very simply explains a hard idea with a nice example of Python and Cobra. Love U Prof. Eric :)

  • @sifiso5055
    @sifiso50553 жыл бұрын

    What an amazing professor🙌

  • @TimorDa
    @TimorDa5 жыл бұрын

    Oh this handsome gentleman taught me Python, thank you MIT for such a great content!

  • @ariansergi7929

    @ariansergi7929

    4 жыл бұрын

    hey would you please send a link where you learned python from him. :)

  • @svktejasvi

    @svktejasvi

    4 жыл бұрын

    @@ariansergi7929 I guess it should be: courses.edx.org/courses/course-v1:MITx+6.00.1x+2T2018/course/. I learnt from there too. Absolutely inspiring course!

  • @anycatdessai

    @anycatdessai

    3 жыл бұрын

    Me too. On the Edx course.

  • @winsmen009

    @winsmen009

    2 жыл бұрын

    Me too! Loved his delivery of the course. Great professor! :)

  • @jrdetka
    @jrdetka4 жыл бұрын

    Wonderful introduction to machine learning. Very accessible and inspiring. One slight correction. Frogs are ectotherms (cold-blooded)

  • @AlexAcostaB
    @AlexAcostaB9 ай бұрын

    This is the best explanation I've ever seen about this topic

  • @user-vu2rj4nx7d
    @user-vu2rj4nx7d8 ай бұрын

    I'm glad I take such an insightful lecture. It was much easier to understand than the ones I've taken at my university. It covered the basic and fundamental concepts of machine learning in a way that beginners can grasp. Thank you for uploading.

  • @computersciencestuff3405
    @computersciencestuff34052 жыл бұрын

    Beautiful lecture. I was hooked the whole time.

  • @SethuIyer95
    @SethuIyer957 жыл бұрын

    Yes, This is what i was waiting for!

  • @carsongutierrez7072
    @carsongutierrez7072 Жыл бұрын

    Thank you, Professor Grimson. I appreciate the MIT OCW and I am doing a pseudo MIT challenge for myself.

  • @austinjohn8713
    @austinjohn87133 жыл бұрын

    This is how you teach students! awesome explanations. without the explanation of the fundamental terminologies as he is doing here, machine learning becomes boring to learn

  • @55maxtube
    @55maxtube2 жыл бұрын

    Always interesting, Great job! Thank you for sharing

  • @retrofutur1st
    @retrofutur1st2 жыл бұрын

    Professor Grimson is the best!

  • @xxm321
    @xxm3213 жыл бұрын

    absolutely astonishing lecture!

  • @ShakespeareCafe
    @ShakespeareCafe5 жыл бұрын

    First read Bernard Lonergan's masterwork "Insight": 'Thoroughly understand what it is to understand, and not only will you understand the broad lines of all there is to be understood but also you will possess a fixed base, an invariant pattern, opening upon all further developments of understanding.'

  • @niceday2015
    @niceday20153 жыл бұрын

    Thanks, SO happy to learn from MIT open courses

  • @scrillagorilla4524
    @scrillagorilla45243 жыл бұрын

    What an amazing video. So easy to understand. Thank you so much!

  • @blogushkumar3982
    @blogushkumar39826 жыл бұрын

    This is GOD level content. Wow! I want to salute this man for explaining complex ideas in such simple terms. No wonder MIT grads learn so well :( I can only wish.

  • @kosterix123

    @kosterix123

    4 жыл бұрын

    I'm not that impressed. It does say what teaching quality you experienced btw. USA?

  • @OEFarredondo

    @OEFarredondo

    4 жыл бұрын

    Kosteri x we lead the world in cheeseburgers.

  • @ramakanthrama8578

    @ramakanthrama8578

    3 жыл бұрын

    @@kosterix123 No, India. Hope you understand why now.

  • @krishivagarwal5189

    @krishivagarwal5189

    2 жыл бұрын

    @@ramakanthrama8578 India has some of the best teachers in the world, sadly they can't teach everyone one. Most teach in expensive private schools now or somewhere like IIT which has incredibly benefits for professors and researchers.

  • @bremsberg
    @bremsberg4 жыл бұрын

    God bless mr. Grimson

  • @pilipinay594
    @pilipinay594 Жыл бұрын

    Excellent professor! Thanks for sharing this video.

  • @dsolis7532
    @dsolis75326 жыл бұрын

    A machine learning algorithm takes me to a machine learning course D:

  • @saifnoorprottoy

    @saifnoorprottoy

    6 жыл бұрын

    Diego Solis 😂😂

  • @ShinjiCarlos

    @ShinjiCarlos

    5 жыл бұрын

    Oh! Gosh!!! D: That is the proof of a conspiracy! Get those machines arrested! hahahahaha

  • @280alex

    @280alex

    5 жыл бұрын

    It wants to learn MOREEE

  • @complex5372

    @complex5372

    5 жыл бұрын

    The machine is trying to reproduce!

  • @rkalla

    @rkalla

    3 жыл бұрын

    LET IT LOVE YOU!

  • @vaiibhavkmr
    @vaiibhavkmr3 жыл бұрын

    Thanks MIT, THANKS ERIC!

  • @grenbell9329
    @grenbell93295 жыл бұрын

    Mit gerçekten affetmiyor abi muazzam bir anlatım

  • @UD-Blackknight
    @UD-Blackknight5 жыл бұрын

    Excellent training, Thank you

  • @001khokhar
    @001khokhar6 жыл бұрын

    Excellent lecture

  • @remotesuumo6673
    @remotesuumo66733 жыл бұрын

    When I was at university I learned to write Polymorphic code in C++. We then used Polymorphic code to write worms that would change the payload based on the system environment and vulnerabilities on that system. The actual application would change depending on the environment and the payload would be different for each environment. Given this definition, we was writing early ML programs back then.

  • @connorgilbert6422
    @connorgilbert64223 жыл бұрын

    Thanks Eric, you are greatly appreciated :)

  • @Speed001
    @Speed001 Жыл бұрын

    Sounds related to how we developed probability and statistics sums and formulas

  • @chaseofori-atta2225
    @chaseofori-atta22253 жыл бұрын

    Good Sir, you know your stuff--well done! 👏

  • @noshinarthi4716
    @noshinarthi47163 жыл бұрын

    Thanks a lot, MIT ocw for providing these amazing courses for free!

  • @adamlee9347
    @adamlee93475 жыл бұрын

    Can't believe this is free. Awesome!!

  • @ryanchiang9587
    @ryanchiang95874 жыл бұрын

    seven layers of protocol: application layer...etc,. stack, queue, linked list,...etc. top-down approach, bottom-up approach, dynamic programming,...etc. round robin search

  • @cmc634
    @cmc6342 жыл бұрын

    No wonder an MIT professor!! He lives up to his title. Good job!!

  • @alfredomatias5549
    @alfredomatias55496 жыл бұрын

    GOD BLESS YOU SO MUCH.

  • @Dibbbbaaaaa
    @Dibbbbaaaaa3 жыл бұрын

    Siddharth Sankhe, Director, Consumer Insights, Nielsen talks about magnifying customer connections on Engati CX. He says that with the on going pandemic the economy has shrunk this is where CX comes into play and it will a very big and an important differentiator. ​@VSXY​

  • @7701707
    @77017076 жыл бұрын

    Thank You MIT

  • @meljuncortes4420
    @meljuncortes44206 жыл бұрын

    Good explanation . I really understand his explanation

  • @mdaustany
    @mdaustany3 жыл бұрын

    Thank you very much for bringing us free online education, and special thanks to MIT, God Bless you

  • @temitopemamukuyomi
    @temitopemamukuyomi2 жыл бұрын

    This is insightful, thanks for sharing 👍

  • @borgusmaximus
    @borgusmaximus4 жыл бұрын

    Boy, tough crowd. Grimson is excellent.

  • @VictorAntonioLive
    @VictorAntonioLive5 жыл бұрын

    Exceptional explanation!

  • @suryateja_1902

    @suryateja_1902

    3 жыл бұрын

    True that..!

  • @johnthebeloved6598

    @johnthebeloved6598

    3 жыл бұрын

    Second that!

  • @mohamedfouzibenreguia8343

    @mohamedfouzibenreguia8343

    2 жыл бұрын

    Third that!!

  • @rashi3502

    @rashi3502

    2 жыл бұрын

    Four that

  • @osamanadeem671

    @osamanadeem671

    2 жыл бұрын

    fifth that

  • @surajnegi6326
    @surajnegi63264 жыл бұрын

    amazing... thank you sir.

  • @hosamgamal7274
    @hosamgamal72745 жыл бұрын

    That was really awesome.

  • @fidelca3679
    @fidelca36792 жыл бұрын

    Awesome. Thank you, Sir.

  • @giubueno
    @giubueno3 жыл бұрын

    Amazing class!

  • @qazaqtatar
    @qazaqtatar4 жыл бұрын

    Nice voice and clear articulation

  • @dav0625
    @dav0625 Жыл бұрын

    Excellent course, thank you.

  • @MoneySpeaksbyHarsh
    @MoneySpeaksbyHarsh5 жыл бұрын

    Thanks sir becoz of u i got my point

  • @walkerrichardson
    @walkerrichardson2 жыл бұрын

    This was great thanks for sharing.

  • @willft520
    @willft5206 жыл бұрын

    Tough crowd. Great job, professor!

  • @mossadismoslembtw1704

    @mossadismoslembtw1704

    5 жыл бұрын

    Shaggy

  • @kylerfreeman221
    @kylerfreeman2215 жыл бұрын

    I am very interested in machine learning but I feel like this course is above my scope of knowledge so far. Is there a course posted that would be a good introduction to the introduction to machine learning?

  • @harwinderkarwal
    @harwinderkarwal4 жыл бұрын

    Excellent Prof.

  • @abusaeed2051
    @abusaeed2051 Жыл бұрын

    The way u teach is ❤❤

  • @hewiweng99
    @hewiweng992 жыл бұрын

    Very well explained!

  • @mrncomputer
    @mrncomputer5 ай бұрын

    what a wonderful lecture

  • @MrArmas555
    @MrArmas5553 жыл бұрын

    Thank you Prof. Jack Nicholson!

  • @sachinpatil7005
    @sachinpatil70052 жыл бұрын

    Thank you MIT

  • @adipurnomo5683
    @adipurnomo5683 Жыл бұрын

    Great explanation

  • @fartzy
    @fartzy5 жыл бұрын

    This guy was born to explain things

  • @roodborstkalf9664
    @roodborstkalf96646 жыл бұрын

    One comment on a part of the lecture that sounded counterintuitive to me. In the football example (42:27) he was arguably working with four different types of football players, but professor Grimson was rejecting working with four clusters, being afraid of overfitting, in stead choosing three, while he was clearly aware of there being four different types of football players. I would have chosen four clusters to reflect the four different types of football players and start from there.

  • @madandumrerijal1783
    @madandumrerijal17833 жыл бұрын

    awesome class

  • @anikgupta3929
    @anikgupta39295 жыл бұрын

    So far the best ML courses are this one (Eric's MIT), Andrew Ng's Stanford or coursera and Yaser Abu Mostafa of Caltech

  • @mohammadfaruque4034
    @mohammadfaruque40343 жыл бұрын

    i find this lecture much much better ..(never mind the "than" part) :)

  • @maoyanggavin5099
    @maoyanggavin50995 жыл бұрын

    welcome back

  • @tsiresirajasmina6136
    @tsiresirajasmina61365 жыл бұрын

    Would like just to add program as input to the figure on 8'30" and output model instead of program, because the very task of ML is to write such program actually and deliver a model, far before packing it into another program. Please correct if this is wrong... :)

  • @hedgeh0g7
    @hedgeh0g7 Жыл бұрын

    MIT thank You for sharing this for FREE! This is unbelievable that we live at the times when we can learn such things for free! Sad that most people are choosing tiktok instead of this knowledge

  • @MoeSkirllz
    @MoeSkirllz3 жыл бұрын

    That was an awesome lecture on Machine Learning. No wonder MIT tuition is so expensive ; )

  • @kingsleyokoli3986
    @kingsleyokoli3986 Жыл бұрын

    Really insightful

  • @TheDavidlloydjones
    @TheDavidlloydjones5 жыл бұрын

    An update: this excellent course now available on EdX at www.edx.org/course/introduction-computational-thinking-data-mitx-6-00-2x-6 You can audit it free, or get it marked and get a diploma for something extremely low, USD$49 now, and likely to be under $149 if you're reading this in a couple of years. The EdX, Udemy, etc. effort is still pretty crude -- but it's a step up from just watching the videos. (The videos are available alongside, so it's sorta KZread Greek Amphitheatre Plus Plus, or MIT OCW struggles into the 1980's. Gettin' there...)

  • @waynelast1685
    @waynelast1685 Жыл бұрын

    20:40 Isn't it a better idea to draw a linear line through the data, and the perpendicular to that line would be the "dividing line" ?

  • @JoshuaGayman_SedonaCreekFund
    @JoshuaGayman_SedonaCreekFund Жыл бұрын

    excellent explanation

  • @osazemeusen1091
    @osazemeusen10915 жыл бұрын

    I am looking for the playlist for all the courses associated with Introduction to Computational Thinking and Data Science. Could anyone share a link? Thanks

  • @ting3073
    @ting30735 жыл бұрын

    Thank you.

  • @ucheogbede
    @ucheogbede Жыл бұрын

    Great presentation; but next time the camera operator needs to focus more on the slides rather than the presenter. This way we can visually relate to what the presenter is saying. Anyways thanks to the prof for the great presentation!

  • @joeferraro1552
    @joeferraro15523 жыл бұрын

    Thank you!