Updating the description as webcam and video files are both supported.

* Remove openvino-extensions package
Co-authored-by: NHelena Kloosterman <helena.kloosterman@intel.com>

* Corrections to remove confusion in 302 notebook

* apply suggestion in text
Co-authored-by: NHelena Kloosterman <helena.kloosterman@intel.com>

* apply suggestion about consistency
Co-authored-by: NHelena Kloosterman <helena.kloosterman@intel.com>
Co-authored-by: NHelena Kloosterman <helena.kloosterman@intel.com>

minor typo

* Add gif and binder buttons to README

Remove printing timing of POT evaluate because it can be confusing
Add (will be published soon) to training notebook

* Update nbval.yml

* change to resnet-18

* change way to get weights

* downsample the input

* using saved model for fp32

* minor

* saved model

* minor

* remove outputs

* add path print

* title case and device show

* fix code_check

* Add CT Live Inference Notebook (#300)

* Live inference (#302)

* Add CT Live Inference Notebook

* Change demo scan

* Fix live inference in jupyter notebook (instead of lab) (#304)

* Add comment about FP16/INT8 model to benchmark_app cell (#305)

* Code improvements and markdown updates (#308)

* Fix basedir in Dataset (#309)

* - Improve showarray and random data selection for 4x4 grid (#310)

- Showarray now creates a displayhandle if it doesn't exist
- Random but reproducible data selection for 4x4 inference grid that
always shows both empty and non-empty annotations
- Added/improved explanations
- Improved dataset now returns case and slice name

* Create README.md and requirements.txt for live inference notebook

* Rename s and e variables to meaningful names

* Update requirements.txt

* Update README.md

* Update README.md

* Update README.md

* Code improvements

* Add 110 kidney quantization notebook

Move benchmark_model to notebook_utils in 210 and 110

* Code improvements

* Update requirements.txt

* Update nbval.yml

* Update requirements.txt

* Put model files in correct subdirectories

* Add requirements

* Add README for 110. Update pip instructions.

* Add data preparation notebook

Standardize intro text at top of notebooks and add bulleted list
overview of topics.

* Merge notebook utils and update README.md

* Update codecheck.yml

* Update nbval.yml

* Update nbval.yml

* Update README.md
Co-authored-by: NRyan Loney <ryan.loney@intel.com>
Co-authored-by: NRyan Loney <ryan.loney@intel.com>

* Added readmes

* Moved video player to utils

* Added images

* Added object detection live demo

* Replaced static image with gif

* Converted notebook_utils with jupyter command

* Added keywords to arguments

* Small documentation changes

* Changed threshold a little

* Apply suggestions from code review
Co-authored-by: NRyan Loney <ryanloney@gmail.com>

* Improved notebook according to the review
Co-authored-by: NRyan Loney <ryanloney@gmail.com>

* Update README_cn.md

* Update README_cn.md

* Update README_cn.md

Add `?branch=main` to nbval and docker_nbval badges. See https://docs.github.com/en/actions/monitoring-and-troubleshooting-workflows/adding-a-workflow-status-badge

* README and code improvements

Remove Binder button from 102 in READMEs
Remove postBuild script for Binder
Incremental code style improvements for 202 and 205

* Fix and simplify read_network in 202

* Remove links from converted rst files

* Add " download" to 202-video HTML link

* Add regex to replace links to other notebooks

* Modify regex for multiple links per line

* Remove backticks in 104

Commands between backticks in tools table are not rendered correctly in exported rst files. Remove backticks temporarily to show correct command names in documentation.

* Rename "Command Name" back to "Command" in 104

* Left align cells in tools table in 104

* Corrected QAT to get better accuracy than PTQ

* Update 302-pytorch-quantization-aware-training.ipynb

Removed unnecessary variable assignment

Rename Command to Command Name in table with OMZ and OpenVINO tools to
fix issue with rst formatting in docs
Also rename OMZ tools to OpenVINO and OMZ tools

* minor updates to all notebooks to prepare for publishing in docs

* Revert 302 notebook to prevent merge conflict
Co-authored-by: NHelena <helena.kloosterman@intel.com>

* Try to read notebooks

* Fix binder listing

* Add comment

- Add spinner to show download progress (with yaspin)
- Change OMZ download directories
- Add visualization of OCR on extracted boxes
- Add ~/open_model_zoo_cache to Github Actions CI and add 208 back to CI
- Use load_image to load image from url or file

* Added pose estimation live demo

* Improved documentation

* Fixed issues with popup, reduced frame size to at most full HD, minor documentation fixes

* Apply suggestions from code review
Co-authored-by: NRyan Loney <ryanloney@gmail.com>

* Added video file usage example

* Better FPS calculation

* Replaced fps by inference time

* Skip first n frames

* Added video player to deal with fps requirements

* Fixed deprecation warning
Co-authored-by: NRyan Loney <ryanloney@gmail.com>

- Add test that checks that all requirements from requirements.txt exist in Docker and Binder requirements
- let .binder/requirements.txt inherit from main requirements.txt
- add yaspin to Docker image
- add all requirements from requirements.txt to Pipfile
- remove tqdm and requests from requirements.txt (already in openvino-dev)

This used to be useless because the Docker image pulled the notebooks from main, but with the new Docker image we can test the notebooks in the Docker image on PR again and immediately see if a notebook fails there.

* Chown notebooks dir to user in Docker image

* Cache openvino pip files in CI

* Add Code Quality CI check

Run nbqa flake8 to check for common code quality issues

Move nbqa and nbval from ci-requirements to dev-requirements since they are useful for local development too
Also remove pre-commit since it is not currently used