Deep learning


Deep learning related stuff
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    Feb 7, 18
    Feb 7, 18
    Aug 9, 17

    How we participated in SpaceNet three Road Detector challenge

    And how we got into top 10 =)

    Animal detection in the jungle - 1TB+ of data, 90%+ accuracy and 3rd place in the competition, Part 2

    Final solution description

    GAN paper list and review

    My brief guide / notes I made when reading GAN papers

    A first year retrospective on Spark-in.me

    Or what we achieved last year and a small summary for potential business clients

    Animal detection in the jungle - 1TB+ of data, 90%+ accuracy and 3rd place in the competition

    Or what we have learned, how to win prizes in such competitions and some useful advice + some trivia

    What nobody will tell you about what they do

    A couple of real and funny cases from practice

    Identify fish challenge - playing with object detection

    Or working with large scale video datasets for beginners

    What did the bird say? Part 8 - fast Squeeze-net on 800k images - 500s per epoch (instead of 10k - 20k seconds)

    What worked, what did not, or how to speed up your model training 20x times

    Get acquainted with U-NET architecture + some keras shortcuts

    Or U-NET for newbies, or a list of useful links, insights and code snippets to get you started with U-NET

    Yet another GPU server configuration guide

    Or a simple checklist to set-up your own server for deep learning