Building a Serverless Machine Learning Inference API with AWS Lambda

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  • เผยแพร่เมื่อ 2 ก.พ. 2025

ความคิดเห็น • 13

  • @8305251920
    @8305251920 3 ปีที่แล้ว +1

    Short, precise and beautifully explained

  • @craiganderson3902
    @craiganderson3902 ปีที่แล้ว

    Thanks! A very nice demonstration. Wondering how you would access Amazon Inferentia from a Lambda function? My understanding is that Lambda cannot directly run inference on a GPU.

    • @Janakirammsv
      @Janakirammsv  ปีที่แล้ว

      Yes. Lambda functions don't have access to AI accelerators.

  • @jhightower
    @jhightower 3 ปีที่แล้ว +2

    Wonderful walkthrough. So setting up an EFS within an EC2, calling lamba with pre-trained ML model, and then defining a trigger. My question is suppose you are continuously updating the model, what would you recommend to have updated trained models to refer to in the lambda? Let's say you are updating the model weekly. Do you think a viable solution is to set up a separate EC2 chron job, that triggers a similar layout (EC2/ EFS/ Lambda) but a TRAIN model lambda, that then outputs model to your other lambda's model dir? Then when you load model you use a maxdate model to always default to most recent?

    • @money_wins_controls
      @money_wins_controls 3 ปีที่แล้ว

      hy did u try this out - regarding iam role code u have any links to share please help

  • @tanujasudhakar9088
    @tanujasudhakar9088 2 ปีที่แล้ว

    awesomely explained..life saver

  • @furkanakkurt8766
    @furkanakkurt8766 2 ปีที่แล้ว

    Thanks for the video, it was an informative and explanative video on the subject. Still, I hava question tho: I believe Lambda uses only CPU runtime to make inference. Is there a way to use the same architecture and use a GPU runtime instead of a CPU one for more complicated models requiring GPU?

  • @talhaanwar2911
    @talhaanwar2911 2 ปีที่แล้ว

    Try to do this, but its too much difficult. I stuck where aws lambda pick some of my package from EFS and not pick rest. For example abc is main package abd abc use xyz, so lambda pick abc and say xyz not found. Though both sre there

  • @MageswaranD
    @MageswaranD 4 ปีที่แล้ว +1

    can you please share the code base ? Thanks

  • @shrutichaturvedi2603
    @shrutichaturvedi2603 3 ปีที่แล้ว

    Beautiful! Thanks

  • @vishnu-mk
    @vishnu-mk 4 ปีที่แล้ว

    nice presenation..thanks

  • @last_theorem
    @last_theorem 4 ปีที่แล้ว

    wow you rock sir, please make more videos

  • @JamesBond-ux1uo
    @JamesBond-ux1uo ปีที่แล้ว

    Can you please share the code