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DavidBeniaguev's profile
David Beniaguev
David Beniaguev
David Beniaguev
@DavidBeniaguev

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David Beniaguev

@DavidBeniaguev

Computational Neuroscience PhD Student. Trying to understand the Brain with the hope to help build AI someday. For fun, I build ML Generative Models.

Israel
kaggle.com/selfishgene
Joined June 2017

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    David Beniaguev‏ @DavidBeniaguev Mar 29

    Code, data and pre-trained networks released for our work "Single Cortical Neurons as Deep Artificial Neural Networks" #tweeprint updated preprint: https://www.biorxiv.org/content/10.1101/613141v2 … replicating main result on @kaggle: https://www.kaggle.com/selfishgene/single-neuron-as-deep-net-replicating-key-result … github repo: https://github.com/SelfishGene/neuron_as_deep_net … (1/n)pic.twitter.com/0Vraiv1Rcr

    11:45 AM - 29 Mar 2020
    • 37 Retweets
    • 78 Likes
    • Amr Farahat Leo Jonathan A. Michaels Idan Segev Julián Hurtado Jeffrey Li pablo Alex Badri-Spröwitz Hamid EBZD
    1 reply 37 retweets 78 likes
      1. New conversation
      2. David Beniaguev‏ @DavidBeniaguev Mar 29

        David Beniaguev Retweeted David Beniaguev

        I've previously tweeted a short summary about our work, if you are not familiar & interested, check it out here: https://twitter.com/DavidBeniaguev/status/1131890349578829825 … more links: uploaded dataset to @kaggle: https://www.kaggle.com/selfishgene/single-neurons-as-deep-nets-nmda-test-data … script exploring this dataset on @kaggle: https://www.kaggle.com/selfishgene/exploring-a-single-cortical-neuron … (2/n)

        David Beniaguev added,

        0:27
        David Beniaguev @DavidBeniaguev
        A story of a Cortical Neuron as a Deep Artificial Neural Net: 1) Neurons in the brain are bombarded with massive synaptic input distributed across a large tree like structure - its dendritic tree. During this bombardment, the tree goes wild preprint: https://www.biorxiv.org/content/10.1101/613141v1 … pic.twitter.com/rz7KpJBHLJ
        Show this thread
        1 reply 2 retweets 3 likes
        Show this thread
      3. David Beniaguev‏ @DavidBeniaguev Mar 29

        In the last months, fully re-replicated our study with new and improved datasets (larger, more diverse), longer training times (improved model performace), and performed a more rigorous hyper-parameter sweep. Our humble GPU cluster worked almost contentiously for 5 months (3/n)

        1 reply 0 retweets 1 like
        Show this thread
      4. David Beniaguev‏ @DavidBeniaguev Mar 29

        The updated pre-print text contains a small narrative change, and more precise discussion section, additional highly relevant citations were added, additional result involving SK ion channel's impact on input-output functionality and 9 supplementary figures were also added (4/n)

        1 reply 0 retweets 1 like
        Show this thread
      5. David Beniaguev‏ @DavidBeniaguev Mar 29

        Why @kaggle some of you might ask? Well, first kaggle has been my home for quite a while and I believe it should also be the home for all datasets, code and discussion about data related topics, and I hope it will become the home of all replicable science in the future (5/n)

        1 reply 0 retweets 2 likes
        Show this thread
      6. David Beniaguev‏ @DavidBeniaguev Mar 29

        but more technically, it's just really simply super easy and convenient to upload data and create live notebooks on @kaggle, and I hope more of us will do this in the future themselves (1/6)

        0 replies 0 retweets 0 likes
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      7. End of conversation

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