Machine Learning Lifecycle Made Easy with MLflow | PyData Global 2021

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  • Опубліковано 14 гру 2024

КОМЕНТАРІ • 9

  • @robinranabhat3125
    @robinranabhat3125 2 роки тому +17

    1:02 - Outline
    2:33 - ML lifecycle
    6:58 - MLflow for standardizing the ML-Lifecycle
    8:35 - Key Components of MLflow
    11:09 - MLflow Tracking
    15:23 - MLflow Models
    17:59 - MLflow Projects
    19:23 - Setup and Notebooks for Code-along Session
    22:18 - Question : MLflow support for Deep learning
    25:15 - Question : Reproducibility with MLflow
    29:18 - Code-Along Session Start
    36:00 - Code-Along : Regression Example with MLflow
    1:02:54 - Code-Along : Classification Example with MLflow
    1:11:52 - Code-Along : Searching Runs
    1:14:20 : Code-Along : Model Serving
    1:21:08 - Code-Along: Reproducibility
    1:23:34 - Conclusion

  • @ahmadeskandari9395
    @ahmadeskandari9395 Рік тому

    Thank you so much for your presentation

  • @AdandKidda
    @AdandKidda 2 роки тому +1

    kalyan and karishma , u both explained it really well. lot of precise information. cleared many doubts. thanks a lot guys and PyData.

  • @garcialn
    @garcialn 2 роки тому

    Hello. First of all, i'd like to thanks for such a good intro into the subject. But i would like to know if, with MLFlow Projects, its possible to get the model from a remote repo using poetry's venv and not conda's (and if yes, should we just use the same yaml file, but with different env keys)?

  • @prithiveeramalingam7416
    @prithiveeramalingam7416 2 роки тому +1

    Can u pls share the code for this session. Thanks in advance

    • @fatmam.khamis2975
      @fatmam.khamis2975 2 роки тому

      drive.google.com/drive/folders/1Hg37oOx-z81pdLc3W644P_kRaoG_W7s2

  • @deepaksaravanakumarm6501
    @deepaksaravanakumarm6501 2 роки тому

    Hi, Can you please share the code used in the session. Thank you

    • @QIQIWU-fd1xz
      @QIQIWU-fd1xz 2 роки тому

      see 20:56 - "session notebooks are available at ... "

  • @manoocgegr1364
    @manoocgegr1364 Рік тому

    thank you guys