How the World's Biggest Companies Design Machine Learning Applications | ML Monthly April 2021

Ғылым және технология

In this edition of Machine Learning Monthly, we take a look at how the world's biggest companies design machine learning-powered systems.
Machine Learning Monthly April 2021 - zerotomastery.io/blog/machine...
Links:
Learn ML (beginner-friendly courses I teach) - www.mrdbourke.com/ml-courses/
ML courses/books I recommend - www.mrdbourke.com/ml-resources/
Read my novel Charlie Walks - www.charliewalks.com
Connect elsewhere:
Web - dbourke.link/web
Twitch - / mrdbourke
ArXiv channel (past streams) - / @danielbourkearxiv2821
Get email updates on my work - dbourke.link/newsletter
Timestamps:
0:00 - Intro/hello
1:06 - My New TensorFlow for Deep Learning course has launched!
1:50 - Louis Francois’ What’s AI channel
3:17 - The best resources from the internet
3:40 - “What kind of machine learning project should I work on?”
4:10 - Machine Learning is an infrastructure problem
5:35 - Apple’s Human Interface Guidelines for Machine Learning
10:00 - Make it easy for people to correct frequent or predictable mistakes (move towards a data flywheel)
10:48 - Google’s People and AI Research (PAIR)
14:23 - Microsoft’s design guidelines for Human-AI interaction
18:03 - Facebook’s Field Guide to Machine Learning
19:55 - Spotify’s 3 Principles for Designing ML-powered products
22:09 - From Big Data to Good Data by Andrew Ng
23:48 - The Data Flywheel
25:45 - Where to learn how to design ML-powered systems
28:42 - Outro/goodbye 👋
#machinelearning #machinelearningmonthly

Пікірлер: 47

  • @mrdbourke
    @mrdbourke3 жыл бұрын

    I had a bunch of fun researching for this issue of Machine Learning Monthly (the design edition). I liked having an overall theme to look at. Let me know if you'd like more theme-based issues in the future! Sign up to have these issues delivered straight to your inbox: zerotomastery.io/blog/machine-learning-monthly-april-2021/

  • @WhatsAI
    @WhatsAI3 жыл бұрын

    Awesome monthly as usual Daniel! Thank you so much for sharing, so glad you liked my work! 😊

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you for the submission!

  • @taiftahmid5429
    @taiftahmid54292 жыл бұрын

    Man I was freezing before I started watching this video and now I am all heated up with excitement! Great video!

  • @spkt1001
    @spkt10013 жыл бұрын

    Thanks for great state of the art material as always! Congrats on guest-lecturing in Stanford ML courses. :)

  • @shumashah3683
    @shumashah36833 жыл бұрын

    Great video. Your content is very structured and succinct, which indicates that you are a machine learning engineer even to someone who doesn't know your profession. Lol. I have to appreciate how ingeniously you have curated the content which apart from answering almost all the questions a beginner might have, provides sufficient insights on advanced level topics.

  • @houssemjebari7153
    @houssemjebari71533 жыл бұрын

    It's always a pleasure to watch your videos Daniel Keep it up !

  • @mauryasameer
    @mauryasameer3 жыл бұрын

    Really great monthly update, keep up the good work

  • @irtazasyed6097
    @irtazasyed60973 жыл бұрын

    Thank you so much Daniel, Absolutely loving the content

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Glad you enjoyed legend! Thank you!

  • @gustavoflores4971
    @gustavoflores49713 жыл бұрын

    Wow! You packed a big punch here. Those guidelines are precious, thanks for sharing. Of couse I'll subscribe to your newsletter. Keep up the good work!

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you Gustavo! Plenty more to come

  • @ayushchakraborty4406
    @ayushchakraborty44063 жыл бұрын

    Amazing vid as always mate, thanks again for this amazing content!!

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you Ayush! Glad you’re enjoying it!

  • @paulntalo1425
    @paulntalo14253 жыл бұрын

    Thank you 💕 for the video, it helps to grow a broader ml AI perspective

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Glad you enjoyed Paul!

  • @chaichanapathomekmongkhon2335
    @chaichanapathomekmongkhon23353 жыл бұрын

    Great explanation with great case study,,, Thank you

  • @AkshayRaman97
    @AkshayRaman973 жыл бұрын

    Great stuff.. especially at a time when there's comparatively less resources for practical machine learning. Looking forward to the next edition!

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you Akshay! New issue coming soon

  • @rhard007
    @rhard0073 жыл бұрын

    Daniel, what a great issue. Thank you for the time and work you put into this issue. It really has everything I wanted to learn about MLOPS.

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you! Stoked you enjoyed! I’m on the road learning about MLOps too

  • @rhard007

    @rhard007

    3 жыл бұрын

    @@mrdbourke That's great and all the best on your MLOps journey. I know we will benefit from it in future videos. Thanks again.

  • @alex19942008
    @alex199420082 жыл бұрын

    Great stuff !!!

  • @shehabberam78
    @shehabberam783 жыл бұрын

    Thanks for this great content Daniel, I've been watching you for a while now (+ML Udemy course). do you mind me asking since you have prior experience (and I'm a student currently), who integrates the ML model into the web/mobile app? is it the ML engineer? back-end or infrastructure engineer? Thanks again bro :)

  • @jaggyjut
    @jaggyjut3 жыл бұрын

    Always the best tech content. Thanks Daniel

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you Jagjit!

  • @lindadelalisey5408
    @lindadelalisey54083 жыл бұрын

    Nice one Daniel

  • @seanrrichards
    @seanrrichards3 жыл бұрын

    Love the channel. I think it is great how you don't force, beg plead people to purchase your courses or smash the like button. Coming here is like having a conversation with your buddy.

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you Sean! I appreciate it!

  • @egehurturk6209
    @egehurturk62093 жыл бұрын

    This series is great!

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you!

  • @DataScienceGarage
    @DataScienceGarage3 жыл бұрын

    Great content, thanks for this!

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you Vytautas!

  • @codingmastery3186
    @codingmastery31863 жыл бұрын

    Hello Daniel .I am going to buy your machine learning course 😉

  • @sciWithSaj
    @sciWithSaj3 жыл бұрын

    Thank you sir Your videos are very helpful ,keep making such informative videos

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you Sajid! Plenty more to come!

  • @ilyesb2271
    @ilyesb22713 жыл бұрын

    Great work thanks a lot 😊

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    you’re welcome :)

  • @theamericanbillionaireguy7811
    @theamericanbillionaireguy78113 жыл бұрын

    lovely

  • @yasthirdhewnarian6531
    @yasthirdhewnarian65313 жыл бұрын

    Daniel, I have a question that I am hoping you could please answer. Do you think that it is necessary to learn OpenCV as a Machine Learning Engineer?

  • @nipunkumar3384
    @nipunkumar33843 жыл бұрын

    What configuration and setup you using for desktop kindly guide and share with us

  • @FunctionalOdyssey
    @FunctionalOdyssey3 жыл бұрын

    How about GCP Certfified Machine Learning Engineer ? Is better than GCP Certified Data Engineer? If you want to take exam again, you will retake Data Engineer or choose Machine Learning Enginner?

  • @eaji8853
    @eaji88533 жыл бұрын

    Hey Daniel, what did you use to create your website? Is it squarespace? I want to start building a personal brand / have an online presence, and so I want a website where I can share my work.

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Yo Eaji, I use ghost.org

  • @eaji8853

    @eaji8853

    3 жыл бұрын

    @@mrdbourke Thanks man, keep up the good work, love the content.

  • @gundavenkatashanmukhasaina8474
    @gundavenkatashanmukhasaina84743 жыл бұрын

    I am wondering why you are not active on Kaggle😅. Great video by the way.

  • @gundavenkatashanmukhasaina8474

    @gundavenkatashanmukhasaina8474

    3 жыл бұрын

    @Danìel Bourke What😂🤣

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