AI Infra Stories

著者： Almog Baku & Amit BenDor
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  • サマリー

  • REAL stories about REAL ML challenges from REAL companies. In each episode, our hosts Almog Baku and Amit BenDor, will bring you a different story of real-world stories deploying ML models to production. We'll learn from ML practitioners about the challenges that companies are facing, how they solve them, and what the future bears for us. --- Discord community - https://discord.gg/JcNRrJ5nqW Twitter - https://twitter.com/ai_infra_live Linkedin - https://linkedin.com/company/ai-infra-stories/ Almog - https://www.linkedin.com/in/almogbaku/ Amit - https://www.linkedin.com/in/amitbendor/
    Almog Baku & Amit BenDor
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エピソード
  • Model Standartization with Elad Cohen

    Model Standartization with Elad Cohen
    2023/04/25

    In this episode of AI Infra Stories, we had the pleasure of hosting Elad Cohen(Vice President of Core Research at Pagaya). Elad shared with us a common problem that many companies face - research chaos. He delved into the challenges of productizing models in their environment and how they overcame this obstacle through standardization and cookbooks. These approaches allowed for the unification of work and enabled automation and growth. The episode provided valuable insights into streamlining research processes and optimizing productivity.

    ---

    Join our Discord community - ⁠https://discord.gg/JcNRrJ5nqW⁠

    Twitter -⁠ https://twitter.com/ai_infra_live

    ⁠Linkedin -⁠ https://linkedin.com/company/ai-infra-stories/⁠

    Almog - ⁠https://www.linkedin.com/in/almogbaku/⁠

    Amit -⁠ https://www.linkedin.com/in/amitbendor/⁠

    Elad - https://www.linkedin.com/in/elad-cohen-ai/
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    22 分
  • Feature store at scale at Doordash with Hien Luu and Brian Seo

    Feature store at scale at Doordash with Hien Luu and Brian Seo
    2023/01/31

    Feature Stores are a new and exciting innovation in AI infrastructure. They help organizations store, manage and serve their machine learning features to support the model serving.

    In this episode of AI Infra Stories, we're thrilled to bring you a conversation with Hien Luu and Brian Seo from Doordash. They'll take us through the story of how they built their Feature Store and why it was crucial to their operations. You'll hear about their challenges while scaling it up and how they solved them. This is a rare opportunity to gain insight into one of the cutting-edge AI infrastructure projects in the industry and learn from the experts themselves. Tune in for a fascinating episode of AI Infra Stories!

    ---

    Doordash's feature store blog post - https://doordash.engineering/2020/11/19/building-a-gigascale-ml-feature-store-with-redis/

    Join our Discord community - https://discord.gg/JcNRrJ5nqW
    Twitter - https://twitter.com/ai_infra_live
    Linkedin - https://linkedin.com/company/ai-infra-stories/

    Almog - https://www.linkedin.com/in/almogbaku/
    Amit - https://www.linkedin.com/in/amitbendor/
    Hien Luu - https://www.linkedin.com/in/hienluu/
    Brian Seo - https://www.linkedin.com/in/brian-seo-1a246b30/
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    26 分
  • Model Commoditization with Patrick Barker(OneMedical)

    Model Commoditization with Patrick Barker(OneMedical)
    2022/12/21

    There's nothing better than pre-trained, open-source models! You can use them to solve a variety of common problems, such as image classification, speech-to-text, or even text generation.


    But the problem is - they come in different formats and shapes. From native PyTorch and Tensorflow, Hugging face, or Torch lightning, it can take quite some time to set those up for inference, finetuning, or evaluation.


    In this episode, we hosted Patrick Barker from One Medical, who shared his unique solution to the problem, how they shaped it, and how this is all connected to Kubernetes.


    ---

    Join our Discord community - https://discord.gg/JcNRrJ5nqW
    Discord community - https://discord.gg/JcNRrJ5nqW
    Twitter - https://twitter.com/ai_infra_live
    Linkedin - https://linkedin.com/company/ai-infra-stories/

    Almog - https://www.linkedin.com/in/almogbaku/
    Amit - https://www.linkedin.com/in/amitbendor/
    Patrick Linkedin - https://www.linkedin.com/in/patrickbarkerco/
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    26 分

あらすじ・解説

REAL stories about REAL ML challenges from REAL companies. In each episode, our hosts Almog Baku and Amit BenDor, will bring you a different story of real-world stories deploying ML models to production. We'll learn from ML practitioners about the challenges that companies are facing, how they solve them, and what the future bears for us. --- Discord community - https://discord.gg/JcNRrJ5nqW Twitter - https://twitter.com/ai_infra_live Linkedin - https://linkedin.com/company/ai-infra-stories/ Almog - https://www.linkedin.com/in/almogbaku/ Amit - https://www.linkedin.com/in/amitbendor/
Almog Baku & Amit BenDor
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