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

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

[@mrdbourke]

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]

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

[@mrdbourke]

Thank you for the submission!

[@taiftahmid5429]

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

[@spkt1001]

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

[@shumashah3683]

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]

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

[@irtazasyed6097]

Thank you so much Daniel, Absolutely loving the content

[@mrdbourke]

Glad you enjoyed legend! Thank you!

[@mauryasameer]

Really great monthly update, keep up the good work

[@gustavoflores4971]

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]

Thank you Gustavo! Plenty more to come

[@ayushchakraborty4406]

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

[@mrdbourke]

Thank you Ayush! Glad you’re enjoying it!

[@chaichanapathomekmongkhon2335]

Great explanation with great case study,,, Thank you

[@rhard007]

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]

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

[@rhard007]

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

[@paulntalo1425]

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

[@mrdbourke]

Glad you enjoyed Paul!

[@AkshayRaman97]

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

[@mrdbourke]

Thank you Akshay! New issue coming soon

[@alex19942008]

Great stuff !!!

[@jaggyjut]

Always the best tech content. Thanks Daniel

[@mrdbourke]

Thank you Jagjit!

[@seanrrichards]

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]

Thank you Sean! I appreciate it!

[@codingmastery3186]

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

[@lindadelalisey5408]

Nice one Daniel

[@sciWithSaj]

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

[@mrdbourke]

Thank you Sajid! Plenty more to come!

[@DataScienceGarage]

Great content, thanks for this!

[@mrdbourke]

Thank you Vytautas!

[@egehurturk6209]

This series is great!

[@mrdbourke]

Thank you!

[@shehabberam78]

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 :)

[@ilyesb2271]

Great work thanks a lot 😊

[@mrdbourke]

you’re welcome :)

[@nipunkumar3384]

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

[@theamericanbillionaireguy7811]

lovely

[@FunctionalOdyssey]

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?

[@yasthirdhewnarian6531]

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?

[@eaji8853]

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]

Yo Eaji, I use ghost.org

[@eaji8853]

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

[@gundavenkatashanmukhasaina8474]

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

[@gundavenkatashanmukhasaina8474]

@Danìel Bourke What😂🤣