Level up your software engineering skills as a data scientist | ML Monthly February 2021
Ғылым және технология
How do you go from a data scientist or machine learning researcher to building full-stack applications? In this episode of Machine Learning Monthly, I cover resources to answer that question such as Lj Miranda's blog post on improving your software engineering skills as a researcher. Plus plenty more from the ML space during February 2021.
Links:
Read the post - zerotomastery.io/blog/machine...
My courses:
Learn Machine Learning (beginner) - dbourke.link/mlcourse
Learn TensorFlow and Deep Learning - dbourke.link/ZTMTFcourse
Connect elsewhere:
Web - www.mrdbourke.com/
Live coding on Twitch - / mrdbourke
Get email updates on my work - www.mrdbourke.com/newsletter
Timestamps:
0:00 - Intro/dancing/hello
1:01 - Where to sign up for ML Monthly emails
1:30 - My new TensorFlow course
2:45 - See me code live on Twitch ( / mrdbourke )
3:00 - My ML deployment tutorial for CS329s
4:11 - Using deep learning to read brainwaves
7:07 - Alvaro’s guide to TensorFlow Serving
9:05 - Chip Huyen’s MLOps Tooling Landscape v2 blog post
11:08 - ML is going real-time by Chip Huyen
14:04 - Using GitHub for MLOps
15:42 - Upgrade your software engineering skills as a machine learning practitioner
17:42 - freeCodeCamp’s upcoming DS + ML curriculum
19:22 - Transformers from scratch by Peter Bloem
21:44 - Estimating training data influence with TracIn
24:40 - Learn fundamental statistics with Python
26:25 - The most important statistical ideas of the past 50 years
28:56 - Outro/submit your work/more dancing
#machinelearning #datascience
Пікірлер: 73
Which was your favourite? Don't forget to submit your work to daniel at mrdbourke dot com!
@DistortedV12
3 жыл бұрын
Transformers tutorial, most important statistics ideas, software engineering ML, chip, then Tracin are my favorites in order. Thanks Daniel!
Hey Daniel! I'm still a newbie to ML, but your videos helped me a lot to get into the world of ML. Thanks❤️
Massive thanks for the shoutout Daniel, as always great video. Keep up your great work!
@kingofshorekishore
3 жыл бұрын
great paper
@mrdbourke
3 жыл бұрын
My pleasure! Thank you for the submission
@muhtasham32
3 жыл бұрын
@@kingofshorekishore thank you
You droped the monthly bomb! Bro I took your Tensorflow course in ZTM and I am enjoying a lot the journey! Regards from Chile 🇨🇱
@mrdbourke
3 жыл бұрын
Woohoo! So glad you’re enjoying it! PS great name ;)
This was amazing! Thank you for the resources!
@mrdbourke
3 жыл бұрын
Thank you thank you! Stoked you enjoyed
Thank You Daniel for keeping us updated!
@mrdbourke
3 жыл бұрын
You’re welcome Ankit!
Thanks for sharing your tutorials. Its really helpful for me.
Hey Daniel, I'm looking forth to a video on MLOps and ML Systems and Design, Nice one here.
Daniel, I have been watching your videos for a good while now feels like 3 years or more. keep it up! Hope that we get to collaborate in the future. You have always been an inspiration. Love it!
@mrdbourke
3 жыл бұрын
Thank you for the support Jordan! I really appreciate it!
Really enjoyed this ep!! Thanks bro!
@mrdbourke
3 жыл бұрын
You’re welcome! Thank you for the comment
why would someone dislike this video ? it's such a beautiful content.
@mrdbourke
3 жыл бұрын
Thank you for the support Pran!
@DistortedV12
3 жыл бұрын
@@mrdbourke same here. The dislikers are like blind leading the blind
Will the course be on Udemy? I get all my course from that platform. Even did your last ML course there. Thanks
@mrdbourke
3 жыл бұрын
Yes it will! Should be late March/early April
Hey! Thanks for another great video! Will you add any of MLOps in your courses?
@mrdbourke
3 жыл бұрын
Thank you! Glad you enjoyed. As for adding MLOps to the courses, not add (the courses are long enough), MLOps will likely be an extension/have its own videos on the channel.
@DataScienceGarage
3 жыл бұрын
@@mrdbourke I have taken your Deep Learning with Tensorflow Course. Recently I passed AWS ML Specialty, now I'm thinking about Tensorflow developer certification. Looking forward:) And about MLOps, I see that demand of this domain is getting higher and higher in my projects, this video really helped!
Great recommendations thanks!!
@mrdbourke
3 жыл бұрын
You’re welcome Mario! Glad you enjoyed
Hi Daniel, I am looking for some Model drift and Data drift concepts content, could you please suggest some blog or videos link?
@mrdbourke
3 жыл бұрын
Hey Ankit, I’d lookup Full-Stack Deep Learning’s lecture 07: fullstackdeeplearning.com/spring2021/lecture-7/, also lecture 8 may have more information to go along with it
@ankitshrivastava8400
3 жыл бұрын
@@mrdbourke it helped a lot!!
Do you need a powerful gpu to train models?
@mrdbourke
3 жыл бұрын
Usually that’s the case for deep learning models. GPUs generally always out perform CPUs
Hi, do you learn by project based learning? Is your course in that system? Do you make SaaS of ML? Thanks
@mrdbourke
3 жыл бұрын
I learn through multiple ways: projects + reading + experimenting & the course teaches in that way. I don’t yet make SaaS of ML.
@danielsilva3383
3 жыл бұрын
@@mrdbourke That's great! Thanks! Is it legal to do an online course based on a book or in the documentation?
Can highly recommend Peter Bloem's lectures! As I am one of his students at the university aha. A very kind man that provides extremely useful and thorough feedback. Great content Daniel :)
@mrdbourke
3 жыл бұрын
Woah! Small world! His materials are world-class
Hi, I know that you haven’t done anything Bioinformatics related for a while, whats your advice for a PhD student that will be working in cancer genomics and need to run genomic and transcriptomic data analysis . Thanks 🙏🏻 ✨
@mrdbourke
3 жыл бұрын
Heya, I can’t really offer any advice (because I don’t know the field) other than have fun with it and share your work.
Daniel, looking very fresh my man
@mrdbourke
3 жыл бұрын
Thank you legend! I appreciate it
What if I used streamlit instead of creating an api via fast api?
@mrdbourke
3 жыл бұрын
A valid option!
What is the model of your trackpad?
@mrdbourke
3 жыл бұрын
Apple Magic Trackpad 2
Oss Mestre !! ML ---> TensorFlow !!
Hey Daniel, you should make a video about applied Machine Learning / Monetization ideas
@mrdbourke
3 жыл бұрын
Stay tuned
@alefermin
3 жыл бұрын
@@mrdbourke Nice. Will do
Looking forward to getting in touch with you. Can you tell me how can I connect with you personally?
@mrdbourke
3 жыл бұрын
You’re not trying hard enough! See: www.mrdbourke.com
What kind of watch is that?
@mrdbourke
3 жыл бұрын
Daniel Wellington
When your course will be live in Udemy?
@mrdbourke
3 жыл бұрын
Sometime towards the end of this month (or early next month)
Waiting for your data flywheel project 👍
@mrdbourke
3 жыл бұрын
After the TensorFlow course is finished
The "brain-scan helmet" wouldn't predict which keys you were going to press next. You're consciously thinking about which keys you need to press--and in which order--to construct a word and passing those electrical signals to the interface. The BSH just needs to interpret/translate said signals and process correctly. If it were making predictions, we'd have some serious Minority Report sh*t going on.
Hey Daniel. I'm more of a book kinda person. Do you have any books you might want to share? Cheers.
@mrdbourke
3 жыл бұрын
Any specific kind books you had in mind? I read a fair bit.
@zigzag4273
3 жыл бұрын
@@mrdbourke Yeah. Something that covers ML / DL.
@mrdbourke
3 жыл бұрын
@@zigzag4273 I'm a big fan of hands-on ML by Aurelien Geron as well as Deep Learning with Fast.ai and PyTorch by Jeremy Howard, and also the 100 Page ML Book + Machine Learning Engineering by Andriy Burkov
2nd one awesome stuff,want to interview you,is it possible?
@mrdbourke
3 жыл бұрын
Thank you! As for the interview, I’m currently saying no to all interviews: www.mrdbourke.com/now
@debojyotichakraborty
3 жыл бұрын
So when are you completed with this,I can wait because your guide on ml is great😁 so I want to interview you and want learn from you.
Solid episode, and look at that masculine godly mullet 🙌
@mrdbourke
3 жыл бұрын
Thank you Osama! I feel more powerful having it back! Hahaha
To much coffee ? =))))
@mrdbourke
3 жыл бұрын
& tea & milk & orange juice, fluids galore
Thanks for the video, but you took something before you made this video didn't you? The tone reminded me of some old friends. Everything in moderation friend.
@mrdbourke
3 жыл бұрын
Only coffee + KZread clips of comedians for a warm up