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The Data Science Paradox – A Walk Within Boredom

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Let's talk about organisms for a moment. All multicellular organisms on earth have DNA. It's a strand of proteins that tell a cell in the organism how to grow, when to divide, and what proteins to build. You can read the DNA to discover what color eyes the organism might have, or how tall it…
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The Data Science Paradox – A Walk Within Boredom Skip to content A Walk Within Boredom Things well-nigh stuff… Facebook Twitter Email Menu Home Kids Places We’ve FoundWell-nighMe The Data Science Paradox withinboredom coding June 20, 2018June 19, 2018 2 Minutes Let’s talk well-nigh organisms for a moment. All multicellular organisms on earth have DNA. It’s a strand of proteins that tell a lamina in the organism how to grow, when to divide, and what proteins to build. You can read the DNA to discover what verisimilitude vision the organism might have, or how tall it might be. DNA is the fundamental towers blocks of ramified life on earth. However, during life, the organism might decide not to unquestionably implement some aspects of the DNA, or to implement it in unexpected ways.Planeincreasingly amazingly, is that DNA unquestionably contains a tuft of “junk”, completely unused. If you were to unfairly compare this to software, you might consider the data, in the database, as DNA, while the code, the living implementation of the data. Just as we see junk DNA, we have junk data. Sometimes the data doesn’t plane make sense. Yet, the using still functions, quite possibly with a low error rate and only a few unshut bugs at any given time. Why? How? Is there a bug in the using or is there something wrong with the data? This gets into the cadre of data science, and the paradox: Given a database, the data is unchangingly correct. This is both patently false and patently true. Anyone who’s overly tried to wordplay plane simple questions over a sufficiently large data set, knows that the data may not make any sense or unquestionably be erroneous data entries. Anyone who’s overly written lawmaking knows the model just loaded from the database is obviously correct considering we have unit tests that test the insertion of the data and the loading of the data. Plus, there’d be bug reports if it were wrong. There, right there, is the disconnect. The lawmaking knows how to “treat” the “bad data”. How to make it right and sensible. Perhaps a permafrost of expiration dates are unix time 0. The lawmaking that would load those kinds of things might not plane use expiration dates. Data science seems to be well-nigh reading databases and making models based on the data. Software engineering seems to be all well-nigh taking models and making databases based on the computed data. Perhaps we’re doing data science wrong? Perhaps we should use the same language the using developers use, so we can load the same entity the using does, and study that? Would that midpoint we lose the power of scikit-learn if the using isn’t written in Python? Share this:Click to share on Twitter (Opens in new window)Click to share on Facebook (Opens in new window)Click to share on LinkedIn (Opens in new window)Click to share on Google+ (Opens in new window)Click to share on Telegram (Opens in new window)Click to print (Opens in new window)Click to email this to a friend (Opens in new window) Related Taggeddata dnadata scienceparadoxsoftware Published by withinboredom View all posts by withinboredom Published June 20, 2018June 19, 2018 Post navigation Previous Post ‘Ello WorldNext Post Getting Ready To Move Search for: Privacy & Cookies: This site uses cookies. By standing to use this website, you stipulate to their use. To find out more, including how to tenancy cookies, see here: Cookie Policy Subscribe to Blog via Email Enter your email write to subscribe to this blog and receive notifications of new posts by email. Join 922 other subscribers EmailWriteMy Tweets Subscribe to Blog via Email Enter your email write to subscribe to this blog and receive notifications of new posts by email. Join 922 other subscribers EmailWriteProudly powered by WordPress | Theme: Independent Publisher 2 by Raam Dev. Send to EmailWriteYour Name Your EmailWriteCancel Post was not sent - trammels your email addresses! Email trammels failed, please try then Sorry, your blog cannot share posts by email.