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

  • @mrdbourke
    @mrdbourke3 жыл бұрын

    Which was your favourite? Don't forget to submit your work to daniel at mrdbourke dot com!

  • @DistortedV12

    @DistortedV12

    3 жыл бұрын

    Transformers tutorial, most important statistics ideas, software engineering ML, chip, then Tracin are my favorites in order. Thanks Daniel!

  • @raghavgautam3379
    @raghavgautam33793 жыл бұрын

    Hey Daniel! I'm still a newbie to ML, but your videos helped me a lot to get into the world of ML. Thanks❤️

  • @muhtasham32
    @muhtasham323 жыл бұрын

    Massive thanks for the shoutout Daniel, as always great video. Keep up your great work!

  • @kingofshorekishore

    @kingofshorekishore

    3 жыл бұрын

    great paper

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    My pleasure! Thank you for the submission

  • @muhtasham32

    @muhtasham32

    3 жыл бұрын

    @@kingofshorekishore thank you

  • @LLlikeme
    @LLlikeme3 жыл бұрын

    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

    @mrdbourke

    3 жыл бұрын

    Woohoo! So glad you’re enjoying it! PS great name ;)

  • @DistortedV12
    @DistortedV123 жыл бұрын

    This was amazing! Thank you for the resources!

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you thank you! Stoked you enjoyed

  • @anikgupta3929
    @anikgupta39293 жыл бұрын

    Thank You Daniel for keeping us updated!

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    You’re welcome Ankit!

  • @goldaa4093
    @goldaa40932 жыл бұрын

    Thanks for sharing your tutorials. Its really helpful for me.

  • @basilihuoma5300
    @basilihuoma53003 жыл бұрын

    Hey Daniel, I'm looking forth to a video on MLOps and ML Systems and Design, Nice one here.

  • @jt099
    @jt0993 жыл бұрын

    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

    @mrdbourke

    3 жыл бұрын

    Thank you for the support Jordan! I really appreciate it!

  • @scarmaten
    @scarmaten3 жыл бұрын

    Really enjoyed this ep!! Thanks bro!

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    You’re welcome! Thank you for the comment

  • @pran6663
    @pran66633 жыл бұрын

    why would someone dislike this video ? it's such a beautiful content.

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you for the support Pran!

  • @DistortedV12

    @DistortedV12

    3 жыл бұрын

    @@mrdbourke same here. The dislikers are like blind leading the blind

  • @oliesting4921
    @oliesting49213 жыл бұрын

    Will the course be on Udemy? I get all my course from that platform. Even did your last ML course there. Thanks

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Yes it will! Should be late March/early April

  • @DataScienceGarage
    @DataScienceGarage3 жыл бұрын

    Hey! Thanks for another great video! Will you add any of MLOps in your courses?

  • @mrdbourke

    @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

    @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!

  • @Maegop88
    @Maegop883 жыл бұрын

    Great recommendations thanks!!

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    You’re welcome Mario! Glad you enjoyed

  • @ankitshrivastava8400
    @ankitshrivastava84003 жыл бұрын

    Hi Daniel, I am looking for some Model drift and Data drift concepts content, could you please suggest some blog or videos link?

  • @mrdbourke

    @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

    @ankitshrivastava8400

    3 жыл бұрын

    @@mrdbourke it helped a lot!!

  • @danielsilva3383
    @danielsilva33833 жыл бұрын

    Do you need a powerful gpu to train models?

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Usually that’s the case for deep learning models. GPUs generally always out perform CPUs

  • @danielsilva3383
    @danielsilva33833 жыл бұрын

    Hi, do you learn by project based learning? Is your course in that system? Do you make SaaS of ML? Thanks

  • @mrdbourke

    @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

    @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?

  • @jordi.z327
    @jordi.z3273 жыл бұрын

    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

    @mrdbourke

    3 жыл бұрын

    Woah! Small world! His materials are world-class

  • @a-7886
    @a-78863 жыл бұрын

    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

    @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.

  • @diegososa5280
    @diegososa52803 жыл бұрын

    Daniel, looking very fresh my man

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you legend! I appreciate it

  • @prod.kashkari3075
    @prod.kashkari30753 жыл бұрын

    What if I used streamlit instead of creating an api via fast api?

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    A valid option!

  • @gbroton
    @gbroton3 жыл бұрын

    What is the model of your trackpad?

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Apple Magic Trackpad 2

  • @joserfjunior8940
    @joserfjunior89403 жыл бұрын

    Oss Mestre !! ML ---> TensorFlow !!

  • @alefermin
    @alefermin3 жыл бұрын

    Hey Daniel, you should make a video about applied Machine Learning / Monetization ideas

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Stay tuned

  • @alefermin

    @alefermin

    3 жыл бұрын

    @@mrdbourke Nice. Will do

  • @muhammaddanial6486
    @muhammaddanial64863 жыл бұрын

    Looking forward to getting in touch with you. Can you tell me how can I connect with you personally?

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    You’re not trying hard enough! See: www.mrdbourke.com

  • @SuperNova23333
    @SuperNova233333 жыл бұрын

    What kind of watch is that?

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Daniel Wellington

  • @mdrakibulhassan845
    @mdrakibulhassan8453 жыл бұрын

    When your course will be live in Udemy?

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Sometime towards the end of this month (or early next month)

  • @_shikh4r_
    @_shikh4r_3 жыл бұрын

    Waiting for your data flywheel project 👍

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    After the TensorFlow course is finished

  • @bobbyv3
    @bobbyv33 жыл бұрын

    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.

  • @zigzag4273
    @zigzag42733 жыл бұрын

    Hey Daniel. I'm more of a book kinda person. Do you have any books you might want to share? Cheers.

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Any specific kind books you had in mind? I read a fair bit.

  • @zigzag4273

    @zigzag4273

    3 жыл бұрын

    @@mrdbourke Yeah. Something that covers ML / DL.

  • @mrdbourke

    @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

  • @debojyotichakraborty
    @debojyotichakraborty3 жыл бұрын

    2nd one awesome stuff,want to interview you,is it possible?

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you! As for the interview, I’m currently saying no to all interviews: www.mrdbourke.com/now

  • @debojyotichakraborty

    @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.

  • @osaket
    @osaket3 жыл бұрын

    Solid episode, and look at that masculine godly mullet 🙌

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    Thank you Osama! I feel more powerful having it back! Hahaha

  • @daodevtv
    @daodevtv3 жыл бұрын

    To much coffee ? =))))

  • @mrdbourke

    @mrdbourke

    3 жыл бұрын

    & tea & milk & orange juice, fluids galore

  • @thriftsimple561
    @thriftsimple5613 жыл бұрын

    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

    @mrdbourke

    3 жыл бұрын

    Only coffee + KZread clips of comedians for a warm up

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