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I don't understand why you have to create something of your own? why not use something like https://ardupilot.org/ paired with https://dronekit.io/ to achieve autonomous flight?
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a more popular project.
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