While working on Camera Live Stream Service i decided will add machine learning in to this project. That mean our camera can be learn to know who is family member, during stream video and send warning to the owner if someone in the camera is not family members. that is just idea you may have more idea to use this for other devices maybe Door open … IDE for Python Development Pycharm I recommend download tool for Python development. Pycharm Python Virtual environment Installation sudo pip install virtualenv Create new python project mkdir project cd project virtualenv venv Setup Boost Python We need boost python when compile c++ for Python module Dlib To compile Boost.Python yourself download boost from and then go into the boost root folder http://boost.org ./bootstrap.sh --with-libraries=python./b2sudo ./b2 install Setup dlib C++ library Dlib is a modern C++ toolkit containing machine learning algorithms and tools for creating complex software in C++ to solve real world problems. https://github.com/davisking/dlib brew install cmake git clone https://github.com/davisking/dlib.git cd dlibmkdir build; cd build; cmake .. -DDLIB_USE_CUDA=0 -DUSE_AVX_INSTRUCTIONS=1; cmake --build . Activate Python Virtual Environment in our Python project cd /PATH-OUR-PROJECTcd venvsource bin/activate python setup.py install --yes USE_AVX_INSTRUCTIONS --no DLIB_USE_CUDA Flask Use flask as Python framework build api service. Api http://flask.pocoo.org/docs/0.12/api from flask import Flask,Response,jsonapp = Flask(__name__) @app route('/', methods=['GET'])def home():return Response(json.dumps({"api": "1.0"}), status=200, mimetype='application/json') if __name__ == "__main__": app.run() Database we can use any database to store users info. in this project i just use sqlite3 default support by Python. Tool for design slqlite http://sqlitebrowser.org/ Video Part 1: Setup and begin with Flask Part 2:Face Recognition Part 3: Basic Front-End Please Subscribe me on for next part. Youtube Github: https://github.com/tabvn/face-recognition-service