Predict age and gender of person from their face. Using dlib for face alignment. Perform transfer learning and fine-tuning from IMDB-Wiki Dataset with VGG-16, InceptionV3, and Xception architecture using Keras framework on top of Tensorflow
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Docker CE and nvidia-docker installed
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Pull docker image from dandynaufaldi/tf-keras-py3.5
docker pull dandynaufaldi/tf-keras-py3.5 -
Script for run docker with X11 forwarding (GUI apps), you may add
--rmafterrunso the container will be self-deleted
xhost +local:docker
#xhost -local:docker
XSOCK=/tmp/.X11-unix
XAUTH=/tmp/.docker.xauth
sudo rm -rf /tmp/.docker.xauth
sudo touch /tmp/.docker.xauth
sudo xauth nlist $DISPLAY | sed -e 's/^..../ffff/' | xauth -f $XAUTH nmerge -
sudo nvidia-docker run -it --env QT_X11_NO_MITSHM=1 --device=/dev/video0 -e DISPLAY=$DISPLAY -v $XSOCK:$XSOCK -v $XAUTH:$XAUTH -e XAUTHORITY=$XAUTH --name nvidia dandynaufaldi/tf-keras-py3.5
- Get the IMDB-Wiki Dataset