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
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/
Awesome monthly as usual Daniel! Thank you so much for sharing, so glad you liked my work! 😊
@mrdbourke
3 жыл бұрын
Thank you for the submission!
Man I was freezing before I started watching this video and now I am all heated up with excitement! Great video!
Thanks for great state of the art material as always! Congrats on guest-lecturing in Stanford ML courses. :)
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.
It's always a pleasure to watch your videos Daniel Keep it up !
Really great monthly update, keep up the good work
Thank you so much Daniel, Absolutely loving the content
@mrdbourke
3 жыл бұрын
Glad you enjoyed legend! Thank you!
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
3 жыл бұрын
Thank you Gustavo! Plenty more to come
Amazing vid as always mate, thanks again for this amazing content!!
@mrdbourke
3 жыл бұрын
Thank you Ayush! Glad you’re enjoying it!
Thank you 💕 for the video, it helps to grow a broader ml AI perspective
@mrdbourke
3 жыл бұрын
Glad you enjoyed Paul!
Great explanation with great case study,,, Thank you
Great stuff.. especially at a time when there's comparatively less resources for practical machine learning. Looking forward to the next edition!
@mrdbourke
3 жыл бұрын
Thank you Akshay! New issue coming soon
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
3 жыл бұрын
Thank you! Stoked you enjoyed! I’m on the road learning about MLOps too
@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.
Great stuff !!!
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 :)
Always the best tech content. Thanks Daniel
@mrdbourke
3 жыл бұрын
Thank you Jagjit!
Nice one Daniel
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
3 жыл бұрын
Thank you Sean! I appreciate it!
This series is great!
@mrdbourke
3 жыл бұрын
Thank you!
Great content, thanks for this!
@mrdbourke
3 жыл бұрын
Thank you Vytautas!
Hello Daniel .I am going to buy your machine learning course 😉
Thank you sir Your videos are very helpful ,keep making such informative videos
@mrdbourke
3 жыл бұрын
Thank you Sajid! Plenty more to come!
Great work thanks a lot 😊
@mrdbourke
3 жыл бұрын
you’re welcome :)
lovely
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?
What configuration and setup you using for desktop kindly guide and share with us
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?
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
3 жыл бұрын
Yo Eaji, I use ghost.org
@eaji8853
3 жыл бұрын
@@mrdbourke Thanks man, keep up the good work, love the content.
I am wondering why you are not active on Kaggle😅. Great video by the way.
@gundavenkatashanmukhasaina8474
3 жыл бұрын
@Danìel Bourke What😂🤣