The 7 steps of machine learning

Sdílet
Vložit
  • čas přidán 11. 07. 2024
  • How can we tell if a drink is beer or wine? Machine learning, of course! In this episode of Cloud AI Adventures, Yufeng walks through the 7 steps involved in applied machine learning.
    The 7 Steps of Machine Learning article: goo.gl/XEo6i2
    Learn more through our hands-on labs → goo.gle/32sVCBk
    Watch more episodes of AI Adventures here: goo.gl/UC5usG
    TensorFlow Playground: playground.tensorflow.org
    Machine Learning Workflow: goo.gle/3cAurdh
    Hands-on intro level lab Baseline: Data, ML, AI → bit.ly/2KoBF6Y
    Qwiklabs: goo.gle/2RH89Kh
    Want more machine learning? Subscribe to the channel: goo.gl/S0AS51
    #AIAdventures
  • Věda a technologie

Komentáře • 553

  • @googlecloudtech
    @googlecloudtech  Před 3 lety +32

    Get $300 and start running workloads for free → goo.gle/3sRUTV9

    • @dazail5474
      @dazail5474 Před 3 lety +4

      is this a scam ?

    • @josephsanjose6118
      @josephsanjose6118 Před 3 lety +3

      Is Google a scam? No!

    • @cookieuk1278
      @cookieuk1278 Před 2 lety +2

      @@dazail5474 No, but it's misleading. You don't get $300. You get a free trial of some features.

  • @Chiramisudo
    @Chiramisudo Před 6 lety +882

    I like indices!!!
    1:49 | Gathering Data
    2:21 | Preparing Data
    4:03 | Model Selection
    4:30 | Training
    6:46 | Evaluation
    7:24 | Parameter Tuning
    8:55 | Prediction

  • @Mnerd7368
    @Mnerd7368 Před 5 lety +39

    I love how he explained the steps of Machine Learning in simplified plain english. thank you very much!!

  • @jcabelloc
    @jcabelloc Před 6 lety +168

    I'm amazed how a complex topic could be explained seamlessly!. Great video.

    • @RR-et6zp
      @RR-et6zp Před rokem +1

      its not complex, checkout Andrew Ng - AI For Everyone course

  • @akankhyamohapatra9693
    @akankhyamohapatra9693 Před 3 lety +6

    What an amazing depiction of ML steps. Very very nicely put! Thank you so much Yufeng !!

  • @deontan1512
    @deontan1512 Před 6 lety +9

    Finally!! I found a place to start my ML journey!! Looking forward to the future videos👍🏻

  • @wayde5545
    @wayde5545 Před 2 lety +7

    I have watched many videos now, and this was the best for AI beginners IMO. Thank you!

  • @spearlightknight1714
    @spearlightknight1714 Před 5 lety +7

    Thank you, I am new to the IT industry and I found your explanation very easy to digest especially from a lay person's pov

  • @gkollias14
    @gkollias14 Před 3 lety +4

    this video is so simple yet so informative. good job Yufeng and google!

  • @nahedahmad1275
    @nahedahmad1275 Před 4 lety +4

    It is great lecture and explains the topic very clearly and simply.i will follow all the videos because comparing to other programs and books this the most clear videos I’ve seen so far

  • @shashankraman2512
    @shashankraman2512 Před 6 lety +8

    Great stuff! Really looking forward to more of your videos.

  • @indigo5746
    @indigo5746 Před rokem +2

    You've done a great job here with the explanation of the processes of building a ML model. So clear, easy to understand and quite helpful to even someone without prior knowledge of ML. 👏

  • @binobsp8
    @binobsp8 Před 6 lety +2

    Very informative video. Thanks for explaining a fairly complicated subject in a simple explanation that makes sense

  • @vinayakavathekar
    @vinayakavathekar Před 6 lety +3

    By far the best starter video I've seen - and I've seen quite a few!

  • @115Adam115
    @115Adam115 Před 4 lety +3

    Great way of explaining such a sophisticated topic! Good job!

  • @hslai6712
    @hslai6712 Před 6 lety

    Simple and clear explanation on machine learning process, thanks yufeng!

  • @alexanderdiederichs7332
    @alexanderdiederichs7332 Před rokem +1

    This video is so fantastic!!! I love the simplicity of the explaination to the complex content. Great!

  • @ganondorfdragmire7886
    @ganondorfdragmire7886 Před 6 lety +1206

    Bah I never even finished the first step when I tried to replicate this. I got back from the store with the beer and wine and everything just went downhill from there.

    • @i.p.knightly149
      @i.p.knightly149 Před 6 lety +56

      I managed to gather up an impressive amount of data before I threw up all over it.

    • @felipeacosta6356
      @felipeacosta6356 Před 5 lety +14

      Data ingestion one'd say

    • @kelinhu4337
      @kelinhu4337 Před 5 lety +1

      you are a master!😂

    • @anthonysarkis3587
      @anthonysarkis3587 Před 4 lety

      Creating quality data is tough! New Software like Diffgram can help! diffgram.readme.io/docs/video-introduction

    • @user-lh2hx5xf4e
      @user-lh2hx5xf4e Před 4 lety +1

      Or uphill 😏

  • @alainleclerc4523
    @alainleclerc4523 Před rokem +2

    you are an amazing teacher yufeng!! thank you vey much!! very clear! it was a real pleasure to listen to you!!

  • @hwuhwu-yn8yd
    @hwuhwu-yn8yd Před 5 lety

    This is the best video that ever explain to me how and why there are training and testing datasets. Great Great Job!!!

  • @knowledgeguru771
    @knowledgeguru771 Před 6 lety +5

    Awsm explanation YufengG...thanks for this video..

  • @peacock8730
    @peacock8730 Před 6 lety +2

    Very clearly explained! Thank you so much Mr. Guo!

  • @shawnoliai9461
    @shawnoliai9461 Před 6 lety +20

    Having just studied machine learning and coding for it, this is a great, simple and logical explanation in common conversation. Well done!

    • @guruprasath765
      @guruprasath765 Před 2 lety

      Hii., Can you please guide me for ML learning... I am a core engineer and changed my career in Data analytics recently and wanna learn this

    • @RR-et6zp
      @RR-et6zp Před rokem +2

      @@guruprasath765 checkout Andrew Ng

    • @guruprasath765
      @guruprasath765 Před rokem

      @@RR-et6zp Thanks.. I will check it out 👍🏽

  • @terrencewells2131
    @terrencewells2131 Před 6 lety +66

    Great vid! Love this series.

  • @simarjitkaur2864
    @simarjitkaur2864 Před 5 lety +8

    this is good start... thankyou very much... m new to ML... its actually gonna help me in my project

  • @santiagovasquezespinosa6913

    This is great, so clear and precise! Keep uploading please

  • @flamingjob2
    @flamingjob2 Před 6 lety

    Extremely brilliant. Thank you google and yu Feng for the awesome stuff

  • @DLNorG
    @DLNorG Před 6 lety

    Excellent presentation...he got me when he said, "...don't worry, you can't break the site." Game on!!

  • @manojphatak763
    @manojphatak763 Před 5 měsíci

    AWESOMELY well explained !!!

  • @YoungWonks
    @YoungWonks Před 6 lety +2

    Another great video. Clear and effective communication.

  • @Stanleyt1107
    @Stanleyt1107 Před 3 lety

    Awesome presentation! Clean, short and sweet.

  • @JuanCarlosMadrigal
    @JuanCarlosMadrigal Před 6 lety

    Really cool all the explanation! Really love this series! XD

  • @ariyasagar
    @ariyasagar Před 6 lety

    Perfectly explained. Thank you very much

  • @meljuncortes4420
    @meljuncortes4420 Před 6 lety +1

    Very good explanation and elaboration. I like this kind of demo where there is a direct elaboration of the topics unlike other video tutorial difficult to understand beside of the accent of language.

  • @Odnsnchickedn
    @Odnsnchickedn Před 6 lety

    Thaaank you for the clear explanation. The only video series that i can follow as a beginner

  • @GregDoerfler
    @GregDoerfler Před 6 lety +3

    Great overview, Yufeng!

  • @TrishanPanch
    @TrishanPanch Před 6 lety +1

    As ever from you guys - wonderful. Thank you.

  • @psatler
    @psatler Před 6 lety +3

    Great explanation!

  • @Sql-datatools
    @Sql-datatools Před 6 lety +1

    Great way to explain the important steps for ML.

  • @abdelrahmane657
    @abdelrahmane657 Před rokem

    You are a truly subject’s expert and teacher. Born to transfer knowledge and to explain. Chapeau 👏🎓

  • @jeanlc
    @jeanlc Před rokem +1

    Very well done video, well ordered and well explained. Thank you!

  • @WeakCoder
    @WeakCoder Před 4 lety +1

    This is a very underrated video. keep up the good work!!

  • @Sivakumarpoornima
    @Sivakumarpoornima Před 3 lety

    Amazing and well explained the complex subject in a simple way for those who are new Beebe.
    Thank you for sharing

  • @meeradad
    @meeradad Před 10 měsíci

    Very nicely described. Thanks.

  • @BEPEC
    @BEPEC Před 6 lety

    Great presentation, loved it.

  • @EwenMackenzie
    @EwenMackenzie Před 3 lety

    This is simple and straightforward. Thanks

  • @mohitjaiswal183
    @mohitjaiswal183 Před 4 lety

    I find this video very appealing. Explaining concept with examples is really good.

  • @edheinbockel9653
    @edheinbockel9653 Před 5 lety

    Great info, thank you for sharing!

  • @danchisholm1
    @danchisholm1 Před 6 lety +5

    Yufeng, thanks so much - interesting, fun, and funny :)

  • @faraonlatino
    @faraonlatino Před 6 lety

    This is great! Keeps the videos coming please

  • @inquisitivelearner8649
    @inquisitivelearner8649 Před 2 lety +1

    The quality and quantity of data you collect shows how good your model can be. 👌

  • @boubacaramaiga4408
    @boubacaramaiga4408 Před 6 lety

    Great content, easy to follow. Many Thanks

  • @ronnie8407
    @ronnie8407 Před 4 lety +4

    This is the most clearly entry point for Learning Machine I ever seen..

  • @jlyunior
    @jlyunior Před 6 lety

    :O good video ! It has been a great summary for only ten minutes.
    Thanks, I will share it with those friends that ask for how neural networks works without technical details

  • @DZT-ve2kx
    @DZT-ve2kx Před 3 lety +1

    Excellent overview and great example.

  • @arnavkulshrestha562
    @arnavkulshrestha562 Před 5 lety

    Thank u for such a nice video, it clear my basic concept.

  • @stefanofantini1260
    @stefanofantini1260 Před 6 lety +1

    Great video, thanks!

  • @user-sc1xt4em4b
    @user-sc1xt4em4b Před 4 lety

    Thank you for this amazing video really appreciated

  • @harishhanchinal2838
    @harishhanchinal2838 Před 3 lety +1

    Simply, the best !

  • @gurguer
    @gurguer Před 6 lety

    Great videos. Look forward to more.

  • @imranshaikh-tz5ik
    @imranshaikh-tz5ik Před 6 lety +2

    Very nice presentation

  • @castlecodersltd
    @castlecodersltd Před rokem

    Great video, thank you

  • @vignesh54321
    @vignesh54321 Před rokem +1

    Great video which someone like me who has no machine learning background can understand very clearly. Hats off!

  • @chandansingh-ne7ux
    @chandansingh-ne7ux Před 6 lety +5

    Awesome dude

  • @walmartninja
    @walmartninja Před 6 lety

    This was dope. GJ.

  • @Dylan-qk8ss
    @Dylan-qk8ss Před 6 lety

    Great video Google, clear and easy to understand.

  • @troisilver2718
    @troisilver2718 Před 6 lety

    Good work... willing to learn more

  • @AsmaaSabiri
    @AsmaaSabiri Před 6 lety

    Brilliantly explained

  • @aimatters5600
    @aimatters5600 Před 3 lety

    Useful tips.

  • @madhopsbruh9648
    @madhopsbruh9648 Před 6 lety

    Very good video. Gave me good introduction and understanding of Machine Learning.

  • @bernsbuenaobra473
    @bernsbuenaobra473 Před 4 lety +1

    For this use case Chemometrics approach is best I think. Would be nice to relate images, spectral signatures and have that for training, test and validation dataset. This would mean of course working not just tabulated data but the fusion of images, spectral data and lab measurement data

  • @lingyukong7425
    @lingyukong7425 Před 6 lety +1

    well done! cheers

  • @swolemoth
    @swolemoth Před 6 lety

    Very insightful, thanks

  • @same95ful
    @same95ful Před 6 lety +83

    Great presentation , can we get a presentation about neural network in future ,Many Thanks.

  • @user-wc1hq5hs4v
    @user-wc1hq5hs4v Před 3 lety

    Good resource!!! thank you

  • @AdityaFingerstyle
    @AdityaFingerstyle Před 6 lety +1

    So fluent ! Thank you :)

  • @nikhilbahadure4972
    @nikhilbahadure4972 Před 5 lety

    wow!!!great explaination....

  • @TheHeartHome
    @TheHeartHome Před 5 lety

    That was very clear thank you

  • @stephentrouse2069
    @stephentrouse2069 Před 3 lety

    Excellent!

  • @gameacer111
    @gameacer111 Před 6 lety

    I am using this same learning technique to learn about machine learning, by watching many videos about it then seeing what I can understand about similar ideas talked about by different people

  • @rudhisundar
    @rudhisundar Před 5 lety +2

    Thank you, Yufeng Guo!

  • @geekmichael
    @geekmichael Před 6 lety

    Excellent presentation and pronunciation!

  • @shadmansakibpreom
    @shadmansakibpreom Před 6 lety +45

    whoa great explanation, i want a full course from you !!!

    • @TheAchraf99
      @TheAchraf99 Před 6 lety +5

      dude ?..

    • @studentsay7687
      @studentsay7687 Před 6 lety +6

      good luck in your journey mate, ignore people like SUNDAR B, you can see his profile pic, he would prefer gobar over AI

  • @muhammadamjadfarooqmuhamma8128

    Well defined and in a nutshell
    7 ingredients to ML. Thanks.

  • @neelamegamchandirakasan8904

    A very good video, i understood easily .. thank you brother

  • @smile2shankar
    @smile2shankar Před 6 lety

    Very well explained

  • @rodrigoayarza9397
    @rodrigoayarza9397 Před 2 lety +1

    So clearly explained. Cheers!

  • @danielmiranda7315
    @danielmiranda7315 Před 6 lety

    Awesome video!

  • @hobbyhorseyang5862
    @hobbyhorseyang5862 Před 5 lety

    Giving me, a maching learning beginer, a great simple start. Thanks.

  • @mounela
    @mounela Před 6 lety

    Great explanatory.

  • @yaskingslay
    @yaskingslay Před 10 měsíci

    Awesome video

  • @reemiessa2392
    @reemiessa2392 Před 5 lety +18

    Thank you so much ! you really helped me a lot understand the whole process

    • @chilarmah
      @chilarmah Před 4 lety +1

      Yup.. will be really easy for us to buy alcohol, right? I have been selecting my wines and beers through this process.. really helps!

    • @aqibsuhail8388
      @aqibsuhail8388 Před 3 lety

      @@chilarmah lmao

  • @mysterymidas8574
    @mysterymidas8574 Před 6 lety +1

    Good one!

  • @joeferraro1552
    @joeferraro1552 Před 3 lety

    Useful. Thank you!

  • @researchitechindia
    @researchitechindia Před 5 lety

    Wow input model and output . If output is acceptable then fine if not feedback to obtain right answer. Explained nicely...great to visit this channel .

  • @joguns8257
    @joguns8257 Před 2 lety +1

    Good teacher and good illustration with pictorials-especially with the equation.

  • @SudilHasitha
    @SudilHasitha Před 6 lety

    Thank you great video

  • @camillafisco1640
    @camillafisco1640 Před 6 lety

    Great video! :)

  • @AnirbaannChakraborty
    @AnirbaannChakraborty Před 6 lety

    Well explained....👍

  • @ynotbutcher1891
    @ynotbutcher1891 Před 6 lety

    cool topics!