Add Hello XAI notebook (#2150)

Add basic OV XAI notebook

.ci/ignore_pip_conflicts.txt

@@ -26,4 +26,4 @@ notebooks/yolov10-optimization/yolov10-optimization.ipynb # nncf from git
 notebooks/person-counting-webcam/person-counting.ipynb # numpy should be installed first
 notebooks/llava-multimodal-chatbot/videollava-multimodal-chatbot.ipynb # torchvision < 0.17.0
 notebooks/parler-tts-text-to-speech/parler-tts-text-to-speech.ipynb # torch >= 2.2
-notebooks/stable-diffusion-v3/stable-diffusion-v3.ipynb # diffusers from git
+notebooks/stable-diffusion-v3/stable-diffusion-v3.ipynb # diffusers from git

.ci/ignore_treon_docker.txt

@@ -70,4 +70,5 @@ notebooks/hunyuan-dit-image-generation/hunyuan-dit-image-generation.ipynb
 notebooks/stable-diffusion-v3/stable-diffusion-v3.ipynb
 notebooks/pixart/pixart.ipynb
 notebooks/llm-rag-llamaindex/llm-rag-llamaindex.ipynb
-notebooks/minicpm-v-multimodal-chatbot/minicpm-v-multimodal-chatbot.ipynb
+notebooks/minicpm-v-multimodal-chatbot/minicpm-v-multimodal-chatbot.ipynb
+notebooks/explainable-ai-1-basic/explainable-ai-1-basic.ipynb

.ci/skipped_notebooks.yml

@@ -524,11 +524,15 @@
   skips:
     - device:
         - cpu
+- notebook: notebooks/explainable-ai-1-basic/explainable-ai-1-basic.ipynb
+  skips:
+    - python:
+        - '3.8'
+        - '3.9'
 - notebook: notebooks/minicpm-v-multimodal-chatbot/minicpm-v-multimodal-chatbot.ipynb
   skips:
     - os:
         - macos-12
         - ubuntu-20.04
         - ubuntu-22.04
         - windows-2019
-

.ci/spellcheck/.pyspelling.wordlist.txt

@@ -231,6 +231,8 @@ enum
 et
 Evol
 EVS
+eXplainable
+Explainer
 facto
 fastcomposer
 FastComposer
@@ -911,6 +913,7 @@ WTQ
 wuerstchen
 WuerstchenDiffNeXt
 Würstchen
+XAI
 XCode
 Xeon
 xl

notebooks/explainable-ai-1-basic/README.md

@@ -0,0 +1,21 @@
+# eXplainable AI (XAI) for OpenVINO™ IR Models
+[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/openvinotoolkit/openvino_notebooks/blob/latest/notebooks/explainable-ai-1-basic/explainable-ai-1-basic.ipynb)
+
+The notebook will cover the following topics:
+
+* Explanation of [OpenVINO™ Explainable AI (XAI)](https://github.com/openvinotoolkit/openvino_xai/) and saliency maps.
+* How to create saliency map for OpenVINO™ IR models using [OpenVINO™ Explainable AI (XAI)](https://github.com/openvinotoolkit/openvino_xai/).
+
+## Saliency Map
+
+A saliency map is a visualization technique that highlights regions of the interest in an image from the model perspective. For example, it can be used to explain classification model predictions for a particular label. Here is an example of a saliency map that you will get in this notebook:
+
+<p align="center">
+    <img width="80%" src="https://github-production-user-asset-6210df.s3.amazonaws.com/17028475/343197195-ccb67c0b-c58e-4beb-889f-af0aff21cb66.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAVCODYLSA53PQK4ZA%2F20240626%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20240626T141846Z&X-Amz-Expires=300&X-Amz-Signature=cbad9a773f45d590b47c4fc2cf0c0c3a09fc1f77961eaa934eb0d110d990e2b2&X-Amz-SignedHeaders=host&actor_id=17028475&key_id=0&repo_id=806947463"/>
+</p>
+
+## Installation Instructions
+
+This is a self-contained example that relies solely on its own code.</br>
+We recommend  running the notebook in a virtual environment. You only need a Jupyter server to start.
+For details, please refer to [Installation Guide](../../README.md).