How to build ML Architecture with AWS SageMaker + Lambda + API Gateway | HANDS-ON TUTORIAL

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  • Опубликовано: 30 янв 2025

Комментарии • 47

  • @zg7860
    @zg7860 Год назад +5

    this is a very high quality channel, thank you

  • @reachDeepNeuron
    @reachDeepNeuron 9 месяцев назад

    that step by step , 3 step explanation was a real eye opener was able to understand the big picture

  • @saisrujansai1144
    @saisrujansai1144 2 года назад +1

    Short and clear video to understand easily. Thanks

  • @anasouassou6509
    @anasouassou6509 10 месяцев назад

    Thank you so much man, this is some top notch quality content !

  • @islamicinterestofficial
    @islamicinterestofficial Год назад

    What an amazing video. I can't say enough thanks

  • @archael18
    @archael18 11 месяцев назад

    This was very helpful. Thank you!

  • @YingChen-v4e
    @YingChen-v4e Год назад +4

    Hello. The Sagemaker endpoint can take requests and scale up if needed. Why do we need another wrapper as lambda on it?

    • @IIGrudge
      @IIGrudge Год назад +2

      You typically don't want to expose Sagemaker endpoint to the public. I'm guessing he's trying to mimic real world where you are integrating with an application. Using apigateway allows you to customize a different payload as well.

  • @jawadasif8130
    @jawadasif8130 Год назад

    clearly explained for beginner. thank you

  • @PMKB4
    @PMKB4 Год назад

    Superb explanation!

  • @sasikumartist
    @sasikumartist Год назад +1

    Thank you for making this video. I am trying to follow along this video. Now the Jupyter notebook code of Breast cancer dataset is not available. Could you please advise where can we find the same code?

  • @mohamedabdo-xg6tw
    @mohamedabdo-xg6tw Год назад

    the Best ML Sagemaker video. Thank you for sharing!

  • @joseneto6558
    @joseneto6558 2 года назад +4

    Thanks a lot my bro! Do you know what's the average cost of mantaining this structure 24h/30 days per month inservice? Cause I have a simple logistic Regression model that i would like to serve to an external javascript front end

  • @saulitasmith7007
    @saulitasmith7007 Год назад

    labai gerai paaiskinta. Achiu

  • @DataScienceGarage
    @DataScienceGarage  2 года назад +1

    Thank you again for watching this tutorial, I really hope it was useful and worth your time.
    In addition to that, if your really like AWS for ML and DevOps, I created (and still creating) a special RUclips channel for this, check it out here: ruclips.net/p/PLjJWtyuv5yrrMl5xVF5B_NrMcb7fjenDt
    The best place to learn Data Science with the best in the industry - Turing College.
    READ MORE HERE: turingcollege.org/DataScienceGarage
    - Suggest the topic for the next video!
    - Share you experience on this tutorial below! Appreciate it!

    • @nishantkumar-lw6ce
      @nishantkumar-lw6ce 2 года назад +1

      Amazing! I am still figuring out how to automate process of running my model to score every two weeks.

    • @DataScienceGarage
      @DataScienceGarage  2 года назад +1

      @@nishantkumar-lw6ce Thanks for feedback, appreciate!

    • @nishantkumar-lw6ce
      @nishantkumar-lw6ce 2 года назад +1

      @@DataScienceGarage Can you help share ideas on how I can setup an automated code run based on batch inference from trained model?

  • @sushantgautam773
    @sushantgautam773 2 года назад

    Useful one! Thanks for sharing!

  • @tony0731
    @tony0731 Год назад

    The video is awesome! It's very comprehensive and useful! I have a question about the API Gateway. If we want to access the model endpoint from other AWS services like EC2, do we still have to use lambda and API Gateway? It seems like combining lambda and API gateway is for the external user. Thanks a lot!

  • @nishantkumar-lw6ce
    @nishantkumar-lw6ce 2 года назад +1

    Where can I get the notebook and code? So the process to generate predictions is to invoke an already created endpoint and then run predictions on top of it?

  • @디비-i6v
    @디비-i6v 9 месяцев назад

    HI, thanks for your content!!!!
    I have one question.
    I have large NLP model and it requires GPU.
    If so does lambda use computing resources? or sagemaker?

  • @PritiSurange
    @PritiSurange Год назад

    End to end explanation .Thanks for this video.

  • @mohammedameen7409
    @mohammedameen7409 Год назад

    Beautiful 😍

  • @kalyanadepu5666
    @kalyanadepu5666 3 месяца назад

    thanks a lot

  • @luzbel508
    @luzbel508 2 года назад

    Super educational video, very clear to understand.
    Thx Amigo!! gl hf

  • @ankitmishra5566
    @ankitmishra5566 10 месяцев назад

    This video needs more visibility !!

  • @harshitdtu7479
    @harshitdtu7479 6 месяцев назад

    in this everything comes in free tier or will they charge?

  • @adhikarikalyan
    @adhikarikalyan 2 года назад

    Subscribed ! Thank you for the tutorial. It will be good if you can let us know how we can use AWS Model Registry adding to this architecture.

  • @AnkitGupta-rj4yy
    @AnkitGupta-rj4yy 8 месяцев назад

    good

  • @adesojialu6208
    @adesojialu6208 Год назад

    so how do i connect a web app ui so that a client can visit a public ip address and make request from a public address from aws

  • @ransinghray3688
    @ransinghray3688 2 года назад

    Hi can you show similar thing in R too, it would be very helpful

  • @dasadiyavishvdeepmanishbha2423
    @dasadiyavishvdeepmanishbha2423 2 года назад

    Can we have notebook for demo practice from github or gitlabs

  • @Tim28259
    @Tim28259 Год назад

    how much does it cost to try it?

  • @joseneto6558
    @joseneto6558 2 года назад

    Anyone knows how can I invoke predictions with JavaScript?

  • @JhinguBaba
    @JhinguBaba 8 месяцев назад

    ...is he trying to fake indian accent? Honest q. great content.