https://insidebigdata.com/2014/11/12/ask-data-scientist-data-science-process/ Your Source for AI, Data Science, Deep Learning & Machine Learning Strategies Fri, 14 Nov 2014 20:32:18 +0000 hourly 1 https://wordpress.org/?v=6.3.2 https://insidebigdata.com/2014/11/12/ask-data-scientist-data-science-process/#comment-51243 Fri, 14 Nov 2014 20:32:18 +0000 http://insidebigdata.com/?p=12345#comment-51243 I like the definitions here and would only add that the steps of data preparation (which you touch up in the “Undertake data collection and data under­standing” and “Perform data munging”) can now be accelerated thanks to modern day machine learning and algorithms that aid the scientist in understanding, cleaning and integrating their data, regardless of how much of it there is or where it came from. It should include the ability to reuse the data prep work that is done, collaborate with others as data is being organized/shaped and an emergent governance capability (the system log and learns as data prep work is being performed so that actual standards/practices can emerge in real-time).

]]>