Home - kumudnawani/VideoAnalytics GitHub Wiki
Welcome to the VideoAnalytics wiki!
Video Analytics Guide
- https://tryolabs.com/resources/video-analytics-guide/
- https://blog.floydhub.com/structuring-and-planning-your-machine-learning-project/
- https://towardsdatascience.com/architecting-a-machine-learning-pipeline-a847f094d1c7
- https://towardsdatascience.com/detailed-tutorial-build-your-custom-real-time-object-detector-5ade1017fd2d
- https://wso2.com/whitepapers/innovating-with-video-analytics-technologies-and-use-cases/
Tensorflow References
- https://www.tensorflow.org/tutorials
- https://www.tensorflow.org/tfx/tutorials
- https://cloud.google.com/solutions/machine-learning/architecture-for-mlops-using-tfx-kubeflow-pipelines-and-cloud-build
- https://towardsdatascience.com/getting-started-with-tensorflow-in-google-colaboratory-9a97458e1014
- https://medium.com/deep-learning-turkey/google-colab-free-gpu-tutorial-e113627b9f5d
- TFRecord : https://www.skcript.com/svr/why-every-tensorflow-developer-should-know-about-tfrecord/
Google Colab
- https://cloud.google.com/ai-platform/deep-learning-vm/docs/cloud-marketplace
- https://colab.research.google.com/notebooks/welcome.ipynb#scrollTo=xitplqMNk_Hc
Dev Setup
- https://code.visualstudio.com/docs/remote/remote-overview
- https://uoftcoders.github.io/studyGroup/lessons/git/collaboration/lesson/
- https://help.github.com/en/github/managing-large-files/what-is-my-disk-quota
GitHub
- https://youtu.be/w3jLJU7DT5E
- https://product.hubspot.com/blog/git-and-github-tutorial-for-beginners
- https://www.datacamp.com/courses/introduction-to-git-for-data-science
OpenCV
- https://www.edureka.co/blog/python-opencv-tutorial/
- https://docs.opencv.org/master/d9/df8/tutorial_root.html
- https://www.dlology.com/blog/how-to-run-object-detection-and-segmentation-on-video-fast-for-free/
- official opencv documentation : https://docs.opencv.org/3.0-last-rst/doc/py_tutorials/py_gui/py_video_display/py_video_display.html
Models/Transfer Learning
- https://blog.athelas.com/a-brief-history-of-cnns-in-image-segmentation-from-r-cnn-to-mask-r-cnn-34ea83205de4
- https://github.com/tensorflow/models/tree/master/official
Chopper Videos
Project Document
Video streaming in flask
- https://medium.com/datadriveninvestor/video-streaming-using-flask-and-opencv-c464bf8473d6
- https://blog.miguelgrinberg.com/post/video-streaming-with-flask
- https://docs.openvinotoolkit.org/2018_R5/_docs_MO_DG_prepare_model_convert_model_tf_specific_Convert_YOLO_From_Tensorflow.html
Object Detection References