tag:blogger.com,1999:blog-76399005472374123922024-03-13T08:44:56.547+05:30Open Research at GizmoQuest Computing LabAvimanyuhttp://www.blogger.com/profile/01803357707927624012noreply@blogger.comBlogger1125tag:blogger.com,1999:blog-7639900547237412392.post-84332693973458585292020-05-10T22:52:00.000+05:302020-05-10T22:52:21.423+05:30Why Keep Science and Art Separate When Both Complement Each Other So Beautifully?<div dir="ltr" style="text-align: left;" trbidi="on">
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" 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Be it Science, Art or any other field, the resourcefulness of research outcomes are best yielding only when one dedicates it to the world for it's betterment. However small it may be, it always begins with baby steps.</div>
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Open Research at <a href="https://www.gizmoquest.com/" target="_blank">GizmoQuest Computing Lab</a> is an initiative to help contribute into diverse computational fields. Computing can be applied anywhere and is never restricted to Science alone. Computational Music with <a href="http://aiva.ai/" target="_blank">AIVA</a> is one fine example!</div>
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Humanity in particular is currently in challenging times, and Science is being tested like never before. But, art skills can also make a significant difference in people's lives.</div>
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Social media in particular, has turned into an enormous resource for staying updated with Corona Virus and CoViD-19 data. But, just as Artificial Intelligence can learn from different music compositions to create it's own, learning from Twitter data in particular to create logical conclusions around the virus and disease can also be very insightful especially when combined with human intervention.</div>
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Avimanyuhttp://www.blogger.com/profile/01803357707927624012noreply@blogger.com0