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

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>

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

* 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>

* Draft of quantization aware training using NNCF

* Rename pytorch-quantization-aware-training.ipynb to  302-pytorch-quantization-aware-training.ipynb

* Added 302 notebook to the global readme files

* Removed debug autotime extension

* removed output of cells

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

* Reduced batch size and replaced openvino package by openvino-dev[onnx] one

* Removed the installation part, added nncf[torch] to requirements, move imports to the top

* Added model file to Git LFS

* more context at the top of the notebook about what this notebook does

* Moved model file to storage.openvinotoolkit.org

* Corrected the link to fp32 model

* Added note about dataset to satisfy legal requirements

* Corrected typo in the link
Co-authored-by: NRyan Loney <ryanloney@gmail.com>

* Fix binder buttons

* Remove binder buttons

* Remove 103 from CI

* Add 208 notebook, readme still needs to be done

* Update README.md

* Add readme

* Update readmes

* Keep downloading silent and add annotation sorter at the end

* Download image from notebook level

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

* Update 208-optical-character-recognition.ipynb

* Update 208-optical-character-recognition.ipynb
Co-authored-by: NRyan Loney <ryanloney@gmail.com>

* Add PaddleGAN Superresolution notebook

* Add README

* Update README.md

* Update README.md

* MO loglevel to CRITICAL

* Clean imports

* Update 207 intro markdown

* Update 207-vision-paddlegan-superresolution.ipynb

Save PNG of output image

* Update README.md

* Add Binder button for 207

* Update README.md

Added Binder button for 207

* Update README.md

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

* Add 004-hello-detection for text detection notebook

* Fix notebook

* Add readme and fix notebooks

* Add notebook to notebooks readme

* Apply review suggestions

* Add notebook to global readme

* added 003 and 105 notebooks to gallery tables

* updated notebooks gallery

* updated 003-hello-segmentation README

* added what's inside table with notebook list

* loop monodepth gif

* updated 002 preview image

* updated table with descriptions

* modified preview image size (test)

* added tf and pytorch logo for previews

* updated framework logos

* resized preview images

* updated preview image sizes

* updated notebook subjects

* broke table into sections

* changed titles before tables

* added 002 logo image, resized others

* updated notebook URLs to readme pages

* fixed notebook URLs in table

* adjusted 205 preview image height

* adjusted 201 preview gif size

* updated superres preview images

* updated 206 preview images

* added headers to each table

* updated flowers preview image

* updated What's Inside description

* added notebooks/readme.md

* added notebooks gallery to README

* added notebooks gallery to README

* updated notebooks gallery and docker guide

* add badges

* remove release badges

* 001 and 002 added to notebooks/readme.md

* Added remaining notebooks

Still need to add remaining descriptions and preview images

* Added monodepth and paddlegan previews

* Update README.md

Added more descriptions

* Update README.md

Added remaining descriptions, ready to merge first version

* Update README.md

Added link to full list of notebooks

* Update README.md

Removed 103 which has not been published yet

* Create README_ch.md

README in Chinese with local mirror in installation section

* Update README_ch.md

Changed English URL

* Update README.md

Added simplified Chinese instructions link

* Rename README_ch.md to README_cn.md

* Update README.md
Co-authored-by: NHelena Kloosterman <helena.kloosterman@intel.com>

* 2021.4 updates

- use %sx instead of ! for mo_command
- remove deprecated legacy resolver from pip install
- remove numpy and importlib version pinnings
- add TensorFlow 2.5
- add os.environ to TF training notebook for ONEDNN speedup
- add note about restarting kernel after 2021.4 install in TF POT notebook

* README updates

* README updates v2

* added guide buttons

* removed beta notice

* RHEL and CentOS

* Removed old steps

* Removed part about wiki

* removed before you proceed line

* added Run the Notebooks section

* updated ## Installation Guide

* updated ## Installation Guide

* added new gif

* further clean up

* further clean up

* removed Getting Started section

* updated install section

* updated install section formatting

* changed language on install guides

* shortened option 2

* consolidated universal install steps

* moved launch notebooks command

* modified step 1

* changed windows and linux command title

* fixed step 2 anchor link

* changed run notebooks emoji

* updated GIF

* updated GIF, removed py3.8 warning

* updated installation guide

* updated install guide

* updated install guide

* Updated check_install.py in troubleshooting

* Removed ** from 3.8 notice for windows

* Updated deactivate section

* Updated GIF in readme

* Updated troubleshooting

Added the following: 
- If OpenVINO is installed globally, do not run installation commands in a terminal where setupvars.bat or setupvars.sh are sourced. 
- For Windows installation, we recommend using _Command Prompt (cmd.exe)_, not _PowerShell_.

* Add Python 3.8 to nbval.yml and limit nbval runs (#16)

Do not run notebook validation when only markdown files are changed.

* 102-pytorch-onnx: resize segmentation mask, add Coco image (#15)

* added Python 3.8 to support matrix for Linux (#14)

* updated troubleshooting on readme (#13)

* Model Optimizer command improvements (#17)

- Add quotes around sys.executable and output_dir to work with paths with spaces
- Remove deprecated --move_to_preprocess (no longer necessary)

* Fix line length to 80 (#19)

* updated Discord URL (#22)

* Improve check_install script (#23)

- Add Python 3.8 to supported Python versions
- Improve check for whether OpenVINO is installed globally
- Add troubleshooting when OpenVINO is installed globally
- Add check for whether OpenVINO (non-dev) is installed
- Add check that tests whether importing fails (catching missing libpython-dev)

* Add Python 3.8 for macOS and Windows to README (#25)
Co-authored-by: NHelena Kloosterman <helena.kloosterman@intel.com>

* Add Python 3.8 to nbval.yml and limit nbval runs (#16)

Do not run notebook validation when only markdown files are changed.

* 102-pytorch-onnx: resize segmentation mask, add Coco image (#15)

* added Python 3.8 to support matrix for Linux (#14)

* updated troubleshooting on readme (#13)

* Model Optimizer command improvements (#17)

- Add quotes around sys.executable and output_dir to work with paths with spaces
- Remove deprecated --move_to_preprocess (no longer necessary)

* Fix line length to 80 (#19)
Co-authored-by: NHelena Kloosterman <helena.kloosterman@intel.com>

* added jupyterlab gif to readme, fixed discord

* adjusted gif size

* adjusted gif to fullsize
Co-authored-by: NKloosterman <helena.kloosterman@intel.com>

* Update README.md

Changed `jupyter lab` to `jupyter lab notebooks` to go directly into the notebooks directory when a user launches Jupyter Lab (Helana's suggestion)

* Update nbval.yml

Changed pip to latest version as Mikhail suggested

* Update nbval.yml

restored pip==20.2.* due to dependency resolver issue

* Update requirements.txt

Pin matplotlib to <3.4 due to dependency conflict
Co-authored-by: NKloosterman <helena.kloosterman@intel.com>

* added tools and utils.py

* updated readme with python3.8 note and os matrix

* added BETA note and intro/background

* added more content to readme

* readme cleanup, added discord

* readme cleanup

* added clone step and cleaned up readme

* fixed Step 6 format

* fixed troubleshooting section

* more cleanup in readme

* updated install guide steps

* moved virtualenv suggestions to troubleshooting section

* readme cleanup

* readme formatting changes

* adjusted wording in README

* shortened Windows 10 edition names

* separated step 1 into 2

* changed to requirements.txt

* remove 3.8

* upgrade pip pinning removed

* added note about dependencies

* added 3.6 and 3.7 to getting started

* notebooks directory

* added property of others disclaimer and LICENSE

* added powershell note

* Add requirements.txt and ci-requirements.txt

* Update README.md

* Add CI workflow

* Add check_install script

* Add Hello World notebook

* Add Tensorflow to OpenVINO notebook

* added emojis to readme

* Add Monodepth notebook

* changed discord URL

* Update ci-requirements.txt

* Add Pytorch-ONNX-OpenVINO Notebook

* Pin pip to 20.2.* in nbval.yml

To avoid issues with dependency resolving in pip 21.*

* added warning about setupvars

* added warning about setupvars

* updated command prompt warning

* added cleaning up section

* cleaned up README formatting

* cleaned up README formatting

* updated cleaning up venv

* added anchor links to README

* fixed anchor urls

* fixed anchor url

* removed tools/utils.py

* added pip pinning to install guide

* changed ONNX to TF in markdown cells 101-tf notebook

* removed WIP message in 201-mono notebook
Co-authored-by: NKloosterman <helena.kloosterman@intel.com>

* added tools and utils.py

* updated readme with python3.8 note and os matrix

* added BETA note and intro/background

* added more content to readme

* readme cleanup, added discord

* readme cleanup

* added clone step and cleaned up readme

* fixed Step 6 format

* fixed troubleshooting section

* more cleanup in readme

* updated install guide steps

* moved virtualenv suggestions to troubleshooting section

* readme cleanup

* readme formatting changes

* adjusted wording in README

* shortened Windows 10 edition names