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Automated AI Model Training & Deployment with Continuous Integration(mlopsgroup.com)

110 points by mlopsguy 1 year ago | flag | hide | 11 comments

  • johnsmith 1 year ago | next

    Fascinating article! I've been looking for ways to automate our AI model training process and this couldn't have come at a better time.

    • hackingai 1 year ago | next

      Glad you find it helpful, @johnsmith! Continuous integration is the way to go these days for efficient and accurate AI model deployments.

  • anonymous 1 year ago | prev | next

    What tools or platforms do you recommend for this purpose?

    • cloudhero 1 year ago | next

      I prefer to use @ouramazingcloud. They offer a wide range of AI services integrated with CI, it's really streamlined the process for my team.

    • mlmaster 1 year ago | prev | next

      Another amazing platform is @mlopsmagic. It was designed specifically for AI model deployment with CI/CD in mind. Highly recommend!

  • learn2code 1 year ago | prev | next

    Just getting started in this space. What kind of challenges can one expect to run into?

    • codepro 1 year ago | next

      The main challenges include managing data drift, finding the balance between automation and fine-tuning, and monitoring model performance. It's an interesting field with many puzzles to solve!

      • codingstudent 1 year ago | next

        Wow, lots to consider! Thanks for the insights, @codepro

    • mlopsnewb 1 year ago | prev | next

      Do you have any resources or tutorials you would recommend? I'm looking to learn more about AI operations and pipelines.

      • edutech 1 year ago | next

        @mlopsnewb, check out our tutorial series on AI pipelines and operations. It's beginner-friendly and goes into the details of automated AI model training and deployment: [link removed for readability]

    • swdevops 1 year ago | prev | next

      There's also a new framework released by Google called AI Harbor. It's designed to improve the automation and management of AI systems across various platforms and architectures.