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    skklogw7
    @skklogw7
    Any familiarity with that?
    Yogesh Narayan Singh
    @yogids
    Nopes not mine...
    But it is getting picked up well to work with number of third parties integration
    Keith Aumiller
    @keithaumiller
    Nope, but it's just another huge VMware farm like amazon
    completely abstracting the OS level
    skklogw7
    @skklogw7
    What are your education backgrounds? People of all types get into data science it seems.
    Keith Aumiller
    @keithaumiller
    automating Sys admins out of a job. ;)
    BS in Psych, MBA, started as a programmer almost strait out of college
    skklogw7
    @skklogw7
    Yeah. I'll let you know how Azure is once I get the hang of it!
    Keith Aumiller
    @keithaumiller
    got into web infrastructure administration for a while
    I've always had a love for algorithms and status
    Yogesh Narayan Singh
    @yogids
    Mine is bachelors in Physics and Maths and then my engineering in electronics and telecommunications
    Keith Aumiller
    @keithaumiller
    stats
    if I had known my stats background was so valued 10 years ago I would have focused on it.
    Yogesh Narayan Singh
    @yogids
    Lol same here @keithaumiller
    skklogw7
    @skklogw7
    I love stats too
    My program taught a lot of experimental deisgn for social sciences, and I've supplemented it with a computet science minor and many othet stats classes
    Mostly cause i love it but also i saw the demand growing
    Win win
    Keith Aumiller
    @keithaumiller
    yea, I've found most of the guys that are hard core into whatever science XXX are also very solid programmers
    skklogw7
    @skklogw7
    Or double win rather
    Keith Aumiller
    @keithaumiller
    in R or python or SPSS or matlab or something
    Yogesh Narayan Singh
    @yogids
    True
    Guys will take a leave now
    Keith Aumiller
    @keithaumiller
    yea, I've got commitments as well
    GN
    and if you get anything you want to share, please feel free to post/hit me up
    Yogesh Narayan Singh
    @yogids
    Have trainings for 11hours tomorrow.. just got 2 hours of sleep to catch up
    skklogw7
    @skklogw7
    Good night guys
    Keith Aumiller
    @keithaumiller
    GN
    Yogesh Narayan Singh
    @yogids
    Thnx guys gite:)
    rawan la
    @rawan_la_twitter
    I learned about cnn recently and it looks like it can replace many previous systems ... I was building a content based image retrieval system for a school project with some known features in image processing field but when I saw the cnn I feel like it's a replacement for this because it learns the important parts of the image on it's own .. am I right ?
    Keith Aumiller
    @keithaumiller
    Not exactly @rawan_la_twitter
    It can be
    but a retrieval system can be way simpler and easier to set up than a CNN
    If you just have a content mapping system that say takes a text input...
    you could just map it to an image
    the data set would be simple/small in comparrison
    CNNs are useful when you have a giant Dataset and you need to automate the classification.
    i.e.
    mapping system.
    dog = picture A of dog
    breaks down if someone does Dog walking in th epart next to a black cat
    CNN in theory could map any # of mappings automatically to any number of images and would grow and change along with the content and inputs that people use.
    For the vast majority of systems you still really just need a mapping system
    CMS systems aren't going anywhere
    They are good for when there is only 1 answer to a question
    rawan la
    @rawan_la_twitter
    thank you @keithaumiller :smile:
    Aleem Mohamed Firnas
    @AMFIRNAS
    Hi guys
    can anyone tell me to do some practicals related to data mining and ml quickley, which tutorial you preffer ? I just need to play on some Data Science related stuffs.