[DOCS] New page design for notebooks (openvinotoolkit#20996)

New design and new directive for notebooks

docs/articles_en/learn_openvino/tutorials/notebooks_section_0.md

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+# First steps with OpenVINO {#notebooks_section_0_get_started}
+
+@sphinxdirective
+
+.. toctree::
+   :maxdepth: 1
+   :hidden:
+
+
+Brief tutorials that demonstrate how to use Python API for inference in OpenVINO.
+
+
+.. showcase::
+   :title: 004-hello-detection
+   :img: https://user-images.githubusercontent.com/36741649/128489933-bf215a3f-06fa-4918-8833-cb0bf9fb1cc7.jpg
+
+   Text detection with OpenVINO.
+
+.. showcase::
+   :title: 003-hello-segmentation
+   :img: https://user-images.githubusercontent.com/15709723/128290691-e2eb875c-775e-4f4d-a2f4-15134044b4bb.png
+
+   Semantic segmentation with OpenVINO.
+
+.. showcase::
+   :title: 002-openvino-api
+   :img: _static/images/notebook_eye.png
+
+   Learn the OpenVINO Python API.
+
+.. showcase::
+   :title: 001-hello-world
+   :img: https://user-images.githubusercontent.com/36741649/127170593-86976dc3-e5e4-40be-b0a6-206379cd7df5.jpg
+
+   Classify an image with OpenVINO.
+
+@endsphinxdirective

docs/articles_en/learn_openvino/tutorials/notebooks_section_1.md

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+# Convert & Optimize {#notebooks_section_1_convert__optimize}
+
+@sphinxdirective
+
+.. toctree::
+   :maxdepth: 1
+   :hidden:
+
+
+Tutorials that explain how to optimize and quantize models with OpenVINO tools.
+
+.. showcase::
+   :title: 126-tensorflow-hub
+   :img: _static/images/notebook_eye.png
+
+   Convert TensorFlow Hub models to OpenVINO Intermediate Representation (IR).
+
+.. showcase::
+   :title: 125-convnext-classification
+   :img: _static/images/notebook_eye.png
+
+   Classification with ConvNeXt and OpenVINO.
+
+.. showcase::
+   :title: 124-hugging-face-hub
+   :img: _static/images/notebook_eye.png
+
+   Hugging Face Model Hub with OpenVINO™.
+
+.. showcase::
+   :title: 123-detectron2-to-openvino
+   :img: _static/images/notebook_eye.png
+
+   Convert Detectron2 Models to OpenVINO™.
+
+.. showcase::
+   :title: 122-yolov8-quantization-with-accuracy-control
+   :img: _static/images/notebook_eye.png
+
+   Convert and Optimize YOLOv8 with OpenVINO™.
+
+.. showcase::
+   :title: 122-speech-recognition-quantization-wav2vec2
+   :img: _static/images/notebook_eye.png
+
+   Quantize Speech Recognition Models with accuracy control using NNCF PTQ API.
+
+.. showcase::
+   :title: 121-convert-to-openvino
+   :img: _static/images/notebook_eye.png
+
+   Learn OpenVINO model conversion API.
+
+.. showcase::
+   :title: 120-tensorflow-object-detection-to-openvino
+   :img: _static/images/notebook_eye.png
+
+   Convert TensorFlow Object Detection models to OpenVINO IR.
+
+.. showcase::
+   :title: 119-tflite-to-openvino
+   :img: _static/images/notebook_eye.png
+
+   Convert TensorFlow Lite models to OpenVINO IR.
+
+.. showcase::
+   :title: 118-optimize-preprocessing
+   :img: _static/images/notebook_eye.png
+
+   Improve performance of image preprocessing step.
+
+.. showcase::
+   :title: 117-model-server
+   :img: _static/images/notebook_eye.png
+
+   Improve performance of sparse Transformer models.
+
+.. showcase::
+   :title: 116-sparsity-optimization
+   :img: _static/images/notebook_eye.png
+
+   Improve performance of sparse Transformer models.
+
+.. showcase::
+   :title: 115-async-api
+   :img: _static/images/notebook_eye.png
+
+   Use asynchronous execution to improve data pipelining.
+
+.. showcase::
+   :title: 113-image-classification-quantization
+   :img: _static/images/notebook_eye.png
+
+   Quantize MobileNet image classification.
+
+.. showcase::
+   :title: 112-pytorch-post-training-quantization-nncf
+   :img: _static/images/notebook_eye.png
+
+   Use Neural Network Compression Framework (NNCF) to quantize PyTorch model in post-training mode (without model fine-tuning).
+
+.. showcase::
+   :title: 111-yolov5-quantization-migration
+   :img: _static/images/notebook_eye.png
+
+   Migrate YOLOv5 POT API based quantization pipeline on Neural Network Compression Framework (NNCF).
+
+.. showcase::
+   :title: 110-ct-segmentation-quantize-nncf
+   :img: _static/images/notebook_eye.png
+
+   Quantize a kidney segmentation model and show live inference.
+
+.. showcase::
+   :title: 110-ct-scan-live-inference
+   :img: _static/images/notebook_eye.png
+
+   Live inference of a kidney segmentation model and benchmark CT-scan data with OpenVINO.
+
+.. showcase::
+   :title: 109-throughput-tricks
+   :img: _static/images/notebook_eye.png
+
+   Performance tricks for throughput mode in OpenVINO™.
+
+.. showcase::
+   :title: 109-latency-tricks
+   :img: _static/images/notebook_eye.png
+
+   Performance tricks for latency mode in OpenVINO™.
+
+.. showcase::
+   :title: 108-gpu-device
+   :img: _static/images/notebook_eye.png
+
+   Working with GPUs in OpenVINO™
+
+.. showcase::
+   :title: 107-speech-recognition-quantization-data2vec
+   :img: _static/images/notebook_eye.png
+
+   Optimize and quantize a pre-trained Data2Vec speech model.
+
+.. showcase::
+   :title: 107-speech-recognition-quantization-wav2vec2
+   :img: _static/images/notebook_eye.png
+
+   Optimize and quantize a pre-trained Wav2Vec2 speech model.
+
+.. showcase::
+   :title: 106-auto-device
+   :img: _static/images/notebook_eye.png
+
+   Demonstrates how to use AUTO Device.
+
+.. showcase::
+   :title: 105-language-quantize-bert
+   :img: _static/images/notebook_eye.png
+
+   Optimize and quantize a pre-trained BERT model.
+
+.. showcase::
+   :title: 104-model-tools
+   :img: _static/images/notebook_eye.png
+
+   Download, convert and benchmark models from Open Model Zoo.
+
+.. showcase::
+   :title: 103-paddle-onnx-to-openvino
+   :img: https://user-images.githubusercontent.com/15709723/127779326-dc14653f-a960-4877-b529-86908a6f2a61.png
+
+   Convert PaddlePaddle models to OpenVINO IR.
+
+.. showcase::
+   :title: 102-pytorch-to-openvino
+   :img: https://user-images.githubusercontent.com/15709723/127779326-dc14653f-a960-4877-b529-86908a6f2a61.png
+
+   Convert PyTorch models to OpenVINO IR.
+
+.. showcase::
+   :title: 102-pytorch-onnx-to-openvino
+   :img: _static/images/notebook_eye.png
+
+   Convert PyTorch models to OpenVINO IR.
+
+.. showcase::
+   :title: 101-tensorflow-classification-to-openvino
+   :img: https://user-images.githubusercontent.com/36741649/127170593-86976dc3-e5e4-40be-b0a6-206379cd7df5.jpg
+
+   Convert TensorFlow models to OpenVINO IR.
+
+
+@endsphinxdirective