Видеокурсы по Computer Vision и Бибилиотеке OpenCV на английском языке
[Jose Portilla] Python for Computer Vision with OpenCV and Deep Learning [ENG]
https://www.udemy.com/course/python-for-computer-vision-with-opencv-and-deep-learning/
Курс показался скучноватым и неинтересным
Исходники:
https://github.com/matematika-org/Python-for-Computer-Vision-with-OpenCV-and-Deep-Learning
https://github.com/matematika-org/CATS_DOGS
Презентации::
https://drive.google.com/drive/folders/1aCE-1dmPy-KUGQ9C99kx35U8tkpAnrCp
Какие-то пакеты установлены не будут. Все норм. Пока разбираться, что нужно, а что нет желания совсем нет. Паеты взяты из файла конфигурации для анаконды, которые лежат в исходных кодах.
$ {
pip install --upgrade bzip2
pip install --upgrade cairo
pip install --upgrade fontconfig
pip install --upgrade freetype
pip install --upgrade gettext
pip install --upgrade glib
pip install --upgrade graphite2
pip install --upgrade harfbuzz
pip install --upgrade icu
pip install --upgrade jpeg
pip install --upgrade jupyterlab_launcher
pip install --upgrade libiconv
pip install --upgrade libpng
pip install --upgrade libtiff
pip install --upgrade libxml2
pip install --upgrade pcre
pip install --upgrade pixman
pip install --upgrade pyhamcrest
pip install --upgrade _tflow_1100_select
pip install --upgrade absl-py
pip install --upgrade appdirs
pip install --upgrade appnope
pip install --upgrade asn1crypto
pip install --upgrade astor
pip install --upgrade attrs
pip install --upgrade automat
pip install --upgrade backcall
pip install --upgrade blas
pip install --upgrade bleach
pip install --upgrade ca-certificates
pip install --upgrade certifi
pip install --upgrade cffi
pip install --upgrade chardet
pip install --upgrade clyent
pip install --upgrade conda
pip install --upgrade conda-env
pip install --upgrade constantly
pip install --upgrade cryptography
pip install --upgrade cycler
pip install --upgrade cython
pip install --upgrade decorator
pip install --upgrade entrypoints
pip install --upgrade ffmpeg
pip install --upgrade gast
pip install --upgrade grpcio
pip install --upgrade h5py
pip install --upgrade hdf5
pip install --upgrade html5lib
pip install --upgrade hyperlink0
pip install --upgrade idna
pip install --upgrade incremental
pip install --upgrade intel-openmp
pip install --upgrade ipykernel
pip install --upgrade ipython
pip install --upgrade ipython_genutils
pip install --upgrade ipywidgets
pip install --upgrade jasper
pip install --upgrade jedi
pip install --upgrade jinja2
pip install --upgrade jsonschema
pip install --upgrade jupyter
pip install --upgrade jupyter_client
pip install --upgrade jupyter_console
pip install --upgrade jupyter_core
pip install --upgrade jupyterlab
pip install --upgrade keras
pip install --upgrade keras-applications
pip install --upgrade keras-base
pip install --upgrade keras-preprocessing
pip install --upgrade kiwisolver
pip install --upgrade libcxx
pip install --upgrade libcxxabi
pip install --upgrade libedit
pip install --upgrade libffi
pip install --upgrade libgfortran
pip install --upgrade libopencv
pip install --upgrade libopus
pip install --upgrade libprotobuf
pip install --upgrade libsodium
pip install --upgrade libvpx
pip install --upgrade markdown
pip install --upgrade markupsafe
pip install --upgrade matplotlib
pip install --upgrade mistune
pip install --upgrade mkl
pip install --upgrade mkl_fft
pip install --upgrade mkl_random
pip install --upgrade nbconvert
pip install --upgrade nbformat
pip install --upgrade ncurses
pip install --upgrade notebook
pip install --upgrade numpy
pip install --upgrade numpy-base
pip install --upgrade opencv
pip install --upgrade openssl2p
pip install --upgrade pandas
pip install --upgrade pandoc
pip install --upgrade pandocfilters
pip install --upgrade parso
pip install --upgrade pexpect
pip install --upgrade pickleshare
pip install --upgrade pip
pip install --upgrade prometheus_client
pip install --upgrade prompt_toolkit
pip install --upgrade protobuf
pip install --upgrade ptyprocess
pip install --upgrade py-opencv
pip install --upgrade pyasn1
pip install --upgrade pyasn1-modules
pip install --upgrade pycosat
pip install --upgrade pycparser
pip install --upgrade pygments
pip install --upgrade pyopenssl
pip install --upgrade pyparsing
pip install --upgrade pyqt
pip install --upgrade pysocks
pip install --upgrade python
pip install --upgrade python-dateutil
pip install --upgrade pytz
pip install --upgrade pyyaml
pip install --upgrade pyzmq
pip install --upgrade qt
pip install --upgrade qtconsole
pip install --upgrade readline
pip install --upgrade requests
pip install --upgrade ruamel_yaml
pip install --upgrade scikit-learn
pip install --upgrade scipy
pip install --upgrade send2trash
pip install --upgrade service_identity
pip install --upgrade setuptools0
pip install --upgrade simplegeneric
pip install --upgrade sip
pip install --upgrade six
pip install --upgrade sqlite
pip install --upgrade tensorboard
pip install --upgrade tensorflow
pip install --upgrade tensorflow-base
pip install --upgrade termcolor
pip install --upgrade terminado
pip install --upgrade testpath
pip install --upgrade tk
pip install --upgrade tornado
pip install --upgrade traitlets
pip install --upgrade twisted
pip install --upgrade urllib3
pip install --upgrade wcwidth
pip install --upgrade webencodings
pip install --upgrade werkzeug
pip install --upgrade wheel
pip install --upgrade widgetsnbextension
pip install --upgrade xz
pip install --upgrade yaml
pip install --upgrade zeromq5
pip install --upgrade zlib
pip install --upgrade zope
pip install --upgrade zope.interface
pip install --upgrade tbb
}
Примеры
Convolutional Neural Networks for Image Classificationы https://github.com/matematika-org/Python-for-Computer-Vision-with-OpenCV-and-Deep-Learning/blob/master/06-Deep-Learning-Computer-Vision/01-Keras-CNN-MNIST.ipynb
CIFAR-10 Multiple Classes https://github.com/matematika-org/Python-for-Computer-Vision-with-OpenCV-and-Deep-Learning/blob/master/06-Deep-Learning-Computer-Vision/02-Keras-CNN-CIFAR-10.ipynb
Классификация кошек и собак: https://github.com/matematika-org/Python-for-Computer-Vision-with-OpenCV-and-Deep-Learning/blob/master/06-Deep-Learning-Computer-Vision/03-Deep-Learning-Custom-Images.ipynb
DataSet c котиками и собаками https://github.com/matematika-org/CATS_DOGS
YOLO v3 Object Detection (На картинке находит объекты, обводит их в квадрат и присваивает метки) https://github.com/matematika-org/Python-for-Computer-Vision-with-OpenCV-and-Deep-Learning/blob/master/06-Deep-Learning-Computer-Vision/06-YOLOv3/06-YOLO-Object-Detection.ipynb
Считает количество пальцев, которые показывает человек на камеру https://github.com/matematika-org/Python-for-Computer-Vision-with-OpenCV-and-Deep-Learning/tree/master/07-Capstone-Project