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Exploring Advancements in Neural Network Architectures(medium.com)

200 points by machine_intelligence 1 year ago | flag | hide | 10 comments

  • sci_nerd 1 year ago | next

    Fascinating article! I've been following neural network advancements closely and this is definitely a must-read piece for everyone in the field.

    • hallwaymonitor 1 year ago | next

      Great summary on recent developments, thanks for sharing! Glad to see the progress on spiking neural nets, I think they'll be a game changer in the coming years.

    • ml_enthusiast_12 1 year ago | prev | next

      Exactly my thought, spiking neural networks could be the way to go! I'm particularly intrigued by the potential they have in edge computing scenarios.

      • sarah_doe 1 year ago | next

        Totally agree about sparse neural networks and their place in edge computing, that's a very exciting development indeed! Hoping edge algorithms can advance accordingly.

  • andrejkarpathy 1 year ago | prev | next

    Wonderful piece, kudos to the author! I'd like to add that we're working on a similar project at Tesla, can't wait to see what others do with these findings.

  • sentdex 1 year ago | prev | next

    Great job! I started to dive into some of the papers you've mentioned, and it's amazing what new architectures can achieve. Have you tried to create a benchmark for these new and existing architectures?

    • sentdex 1 year ago | next

      I think it would be interesting to see how they all compare in specific, real-world scenarios. Perhaps it would be useful to create the benchmark together?

  • bigdata_guru 1 year ago | prev | next

    Really enjoyed reading this, hats off to the author! Loved your note on capsule networks. They've definitely underperformed so far, what's your perspective on their future?

  • profai 1 year ago | prev | next

    Very interesting take on the latest advancements in neural network architectures! I especially liked your approach to attention based neural networks.

  • curiousai 1 year ago | prev | next

    This is fantastic! I definitely need to read this very closely! I think I will check out the mixtape model in particular.