Deploying ML Models in Production: An Overview

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ความคิดเห็น • 25

  • @Erosis
    @Erosis 2 ปีที่แล้ว +35

    ML Ops is such a rarely taught topic in academia. Thank you so much for this explanation. I hope there is more to come!

    • @ValerioVelardoTheSoundofAI
      @ValerioVelardoTheSoundofAI  2 ปีที่แล้ว +8

      Indeed. Most of the time, academia is focused only on the research side. Productisation is mainly done in the industry.

    • @luisokech8912
      @luisokech8912 3 หลายเดือนก่อน

      @@ValerioVelardoTheSoundofAI this is a helpful comment

  • @Diego0wnz
    @Diego0wnz 2 ปีที่แล้ว +1

    Almost starting as a data science consultant and I really need this video series!!! Comes at perfect time

  • @fcojperez
    @fcojperez 7 หลายเดือนก่อน

    Good summary of all different ML "framework" (if we may agree on that) to deploy a ML model. Thank for that 🙏

  • @stefanvasilev8948
    @stefanvasilev8948 ปีที่แล้ว +1

    Thank you very much! This was the most helpful resource I've found on the topic!

  • @maxwohrle1049
    @maxwohrle1049 2 ปีที่แล้ว +1

    Great video as always. You really helped me a lot with my master thesis. This video series is yet another important building piece in dealing with audio machine learning projects. If I may add a comment. The Mnist dataset is a good example to demonstrate the deployment, but since the channel is called "the sound of ai" it would also be very interesting to see how to deploy a model that classifies an audio stream in real time.

    • @ValerioVelardoTheSoundofAI
      @ValerioVelardoTheSoundofAI  2 ปีที่แล้ว +1

      Thank you Max. I will cover audio classification in realtime in a future series. I'd like to keep this mini-series is domain agnostic.

  • @travelwithak_
    @travelwithak_ ปีที่แล้ว

    Thanks very much for the detailed explanation. Really helpful👏

  • @ahmedgoniboulama8423
    @ahmedgoniboulama8423 ปีที่แล้ว

    Hello, great video, well explained, i would like to know if BentoML can be used to Deploy MeshSegNet models?

  • @sarthak7413
    @sarthak7413 2 ปีที่แล้ว

    Great Explanation..From where to get code files?

  • @karndeepsingh
    @karndeepsingh 2 ปีที่แล้ว

    Can you make a comparison video using ZenML and other MLOps tools?

  • @Coolblockj
    @Coolblockj 2 ปีที่แล้ว

    Hey! I've been trying to work on deploying some complex models and wondered if you had any experience in industry tools that do this well
    The scenario is essentially I have two models that need to be run, but one of the features they use is a completely separate model. Is there any industry standard software you know of to make that easier to do in a more scalable way? And if I eventually add more models that then depend potentially on those?

  • @AbdurrahimKururu
    @AbdurrahimKururu 8 หลายเดือนก่อน

    this is very helpful
    thanks

  • @tirateable
    @tirateable 2 ปีที่แล้ว

    How are you? my question is different, please guide me I need to develop model language for Local language for speech recognation!

  • @abdullrahmanelhayek2577
    @abdullrahmanelhayek2577 2 ปีที่แล้ว

    Thank you so you amazing , videos , could you please make a vedio about how to use CHATGPT in programming

  • @thefullstackninja121
    @thefullstackninja121 25 วันที่ผ่านมา

    For some reason, you forogot to ention that there is a cost associated with bentoml. Seems like you are being sponsored and also forgot to mention.

    • @ValerioVelardoTheSoundofAI
      @ValerioVelardoTheSoundofAI  25 วันที่ผ่านมา

      I haven't been sponsored.
      I only enjoyed the product and used it with my team when I was Head of MLOps at a scale-up.
      At the time, there was 0 cost with bentoml. Not sure if things have changed now.
      It never ceases to amaze me how people with no knowledge of a video's creator feel entitled to jump to conclusions about their work-especially when the content is shared for free and enjoyed without any cost. Truly mind-boggling.

  • @sudharsankp
    @sudharsankp 2 ปีที่แล้ว

    I was really hoping if someone in the audio domain talks about deploying an speech model and give some pointers on ML Observability.

    • @ValerioVelardoTheSoundofAI
      @ValerioVelardoTheSoundofAI  2 ปีที่แล้ว

      I won't be talking specifically about audio models in the next video. However, the same steps apply also in audio processing.

  • @noahdrisort2005
    @noahdrisort2005 2 ปีที่แล้ว

    Currently I use torchserve

  • @arumugam2615
    @arumugam2615 2 ปีที่แล้ว

    Great ...