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How do I start from scratch?

Grab the source

git clone --recursive https://github.com/tzutalin/dlib-android.git
cd dlib-android

Download 3rd parties libraries and sync submodules

./envsetup

Build the project using scripts

python build.py

Then, it will output the shared library, libandroid_dlib.so, to libs and androidstudio-examples/dlib-android-app/dlib/src/main/jniLibs folders.

Once you build the shared library successfully, you can open its AndroidStudio's project androidstudio-examples/dlib-android-app to build Android app and install it into your device.