Live Coding A Machine Learning Model from Scratch (Google I/O'19)

Ғылым және технология

Do you want to build a machine learning model, but not sure where to start? In this session, learn how to start with an empty Colab notebook, code a model using TensorFlow and Keras, train the model live, deploy it to Cloud AI Platform for serving, and use the deployed model to generate predictions from a web app.
Code from this demo: goo.gle/2VS3uKQ
Blog post: goo.gle/2QcLDIs
Qwiklabs: goo.gle/2ITPFU6
Watch more #io19 here:
GCP at Google I/O 2019 Playlist → goo.gle/2ZPLejw
Google I/O 2019 All Sessions Playlist → goo.gle/io19allsessions
Learn more on the I/O Website → google.com/io
Subscribe to the Google Cloud Platform Channel → goo.gle/GCP
Get started at → cloud.google.com/gcp
Speaker(s): Sara Robinson
T81AAF event: Google I/O 2019; re_ty: Publish; product: Cloud - AI and Machine Learning - AI building blocks; fullname: Sara Robinson;

Пікірлер: 60

  • @Steven-yi2sp
    @Steven-yi2sp3 жыл бұрын

    While it won't make everything clear (due to time constraints and the fight for human attention), this is a really really helpful start to understanding ML! Thanks a lot Sara! This is probably the first really informative beginner's resource I have found on the topic

  • @alllll
    @alllll5 жыл бұрын

    Very informative video. You explanation of how ML is doing matrix multiplication under the hood was amazing! As were your descriptions of one-hot and bag-of-words encoding. Never heard of SHAP before, looks like something I would find very useful. Thank you!

  • @AnimeshSharma1977
    @AnimeshSharma19775 жыл бұрын

    from model building to deployment in less than an hour! and handling the live demo gotcha gracefully #awesome

  • @MasterofPlay7

    @MasterofPlay7

    3 жыл бұрын

    she cheated with notes at the back xD

  • @shashankbarki7029
    @shashankbarki70295 жыл бұрын

    Thanks Sara and GCP ! This was an excellent presentation and demo.

  • @jagadeeshn5329
    @jagadeeshn53294 жыл бұрын

    Beautifully explained AI from how to create a model, till how to test a models accuracy using shap

  • @suhasnama2795
    @suhasnama27955 жыл бұрын

    Awesome talk , thank you for the introduction to SHAP !!

  • @MrDonald911
    @MrDonald9114 жыл бұрын

    Thanks for the content ! But I guess Colab is not adapted for long trainings that last several days right ?

  • @harshadpatil8465
    @harshadpatil84655 жыл бұрын

    Thanks Sara!! It was a very informative session!!

  • @kushxmen
    @kushxmen5 жыл бұрын

    This is inspiring, I have been doing it the hard way.

  • @JonMasters
    @JonMasters5 жыл бұрын

    Awesome video! This is my favorite from I/O 2019 by far!

  • @wojciechduranowski5515
    @wojciechduranowski55155 жыл бұрын

    very interesting and well-structured presentation

  • @bonnyswan77
    @bonnyswan773 жыл бұрын

    Great talk! Thanks Sara.

  • @qrubmeeaz
    @qrubmeeaz5 жыл бұрын

    Nicely done!! Thank you.

  • @PratikShende91
    @PratikShende915 жыл бұрын

    thanks for the demo...learned a lot......

  • @narendraprasath5745
    @narendraprasath57455 жыл бұрын

    Very nice hands on coding. It would be better if you do it on regular basis on different kinds of problems.

  • @vyomraj3389
    @vyomraj33895 жыл бұрын

    Nicely explained!!

  • @vinothuv1357
    @vinothuv13574 жыл бұрын

    Awesome Very useful thanks Sara

  • @Ambs_2024
    @Ambs_20244 жыл бұрын

    Very informative!

  • @lezzzd6137
    @lezzzd61373 жыл бұрын

    Fascinating!

  • @moapaname
    @moapaname5 жыл бұрын

    Good talk. Thank you.

  • @pavanjadhav8436
    @pavanjadhav84365 жыл бұрын

    Nice elaboration!!

  • @shivanigarg3782
    @shivanigarg37825 жыл бұрын

    It's great. Thanks

  • @aiwithr
    @aiwithr5 жыл бұрын

    Great insight!

  • @junaidabbasi9544
    @junaidabbasi95445 жыл бұрын

    So helpful!

  • @MyGraden
    @MyGraden Жыл бұрын

    Great, thank you Sara!

  • @Cozyplacesllc
    @Cozyplacesllc5 жыл бұрын

    I can't wait to use tensor flow

  • @Cozyplacesllc
    @Cozyplacesllc5 жыл бұрын

    Awesome video!!

  • @pashaonline2005
    @pashaonline20055 жыл бұрын

    Good one!!

  • @adhiyamaanpon4168
    @adhiyamaanpon41685 жыл бұрын

    amazing!!!

  • @AnandBaburajan
    @AnandBaburajan5 жыл бұрын

    Thank you!

  • @skywalker0803r
    @skywalker0803r4 жыл бұрын

    very useful thank you

  • @akashdhar2609
    @akashdhar26095 жыл бұрын

    Why didn’t you use CountVectorizer from sklearn for tokenizing?

  • @RedVelocityTV
    @RedVelocityTV5 жыл бұрын

    This was class

  • @anoubhav
    @anoubhav5 жыл бұрын

    Why don't use binary cross entropy and not categorical crossentropy ?

  • @mahdifardi6822
    @mahdifardi68225 жыл бұрын

    thanks so much :)

  • @MrTubber44
    @MrTubber445 жыл бұрын

    I like Sara. Amazing content errytime!;-)

  • @juniorstudio7338
    @juniorstudio73385 жыл бұрын

    Thanks

  • @ultraviolet.catastrophe
    @ultraviolet.catastrophe5 жыл бұрын

    My model just outputs "Wakanda Forever" pls help

  • @username42
    @username425 жыл бұрын

    where is the colab file she used in the presentation?

  • @krishnakanthcake
    @krishnakanthcake5 жыл бұрын

    Awesome

  • @k7nowhere
    @k7nowhere5 жыл бұрын

    ❤️

  • @mohansaikrishna337
    @mohansaikrishna3373 жыл бұрын

    nice

  • @DevOps_Zone
    @DevOps_Zone5 жыл бұрын

    Cool

  • @blackhazard6915
    @blackhazard69155 жыл бұрын

    What's that phython noetbook ??

  • @raihankabirratul8630
    @raihankabirratul86305 жыл бұрын

    Can anyone help me with why am I getting different results in the 'code snippets' search option? eg. When I write "auth", "authenticate to your cloud account" option doesn't come.

  • @possibleps

    @possibleps

    5 жыл бұрын

    yes, same is here with me

  • @sararobinson1472

    @sararobinson1472

    5 жыл бұрын

    I used custom snippets to add ones I wrote. Details on how to do that here: twitter.com/jakevdp/status/1073251040877633536

  • @AmmarPNEFC
    @AmmarPNEFC Жыл бұрын

    Colab has updated to Python 3 and importing the TextPreprocessor class doesn't work for me using the line: from preprocess import TextPreprocessor Error reads: Import "preprocess" could not be resolved(reportMissingImports) Anybody know a solution?

  • @ajmalit
    @ajmalit5 жыл бұрын

    😍

  • @sego.
    @sego.5 жыл бұрын

    so... can i now build a ML model to stabilize this video?

  • @drunkmilitia1402
    @drunkmilitia1402 Жыл бұрын

    link for the csv

  • @rudeadyet1992
    @rudeadyet19925 жыл бұрын

    ML ML ML!

  • @mockingbird3809
    @mockingbird38095 жыл бұрын

    Where can I Get the Code?

  • @AlexeyLukyanchuk
    @AlexeyLukyanchuk2 жыл бұрын

    Ничего не понял, но очень интересно

  • @skaterope
    @skaterope3 жыл бұрын

    im gonna make a startup from it hahahahahaha

  • @pavitrasankalp7533
    @pavitrasankalp75332 жыл бұрын

    Robo

  • @Siddharathbhardwaj
    @Siddharathbhardwaj5 жыл бұрын

    .

  • @cedricvillani8502
    @cedricvillani85025 жыл бұрын

    yes I have a suggestion, if your going to represent google and not even YOU can get a working live demo by the end, don't blame it on something fictional. It's a bad look, if the employees can't figure it out lol how are the rest of us mortals expected to.. Other then that was a nice quick overview, a verywell setup notebook demo page also.