Update README.md (#2324)

maybe use https://www.grammarly.com/browser/chrome to check typos? 

I've addressed the image ratio too.

notebooks/flux.1-image-generation/README.md

@@ -1,16 +1,16 @@
 # Image generation with Flux.1 and OpenVINO
 
-Flux is a AI image generation model developed by [Black Forest Labs](https://blackforestlabs.ai/our-team/). It represents a significant advancement in AI-generated art, utilizing a hybrid architecture of [multimodal](https://arxiv.org/abs/2403.03206) and [parallel](https://arxiv.org/abs/2302.05442) [diffusion transformer](https://arxiv.org/abs/2212.09748) blocks and scaled to 12B parameter. The model offers state-of-the-art performance image generation with top of the line prompt following, visual quality, image detail and output diversity.More details about model can be found in [blog post](https://blackforestlabs.ai/announcing-black-forest-labs/) and [original repo](https://github.com/black-forest-labs/flux)
+Flux is an AI image generation model developed by [Black Forest Labs](https://blackforestlabs.ai/our-team/). It represents a significant advancement in AI-generated art, utilizing a hybrid architecture of [multimodal](https://arxiv.org/abs/2403.03206) and [parallel](https://arxiv.org/abs/2302.05442) [diffusion transformer](https://arxiv.org/abs/2212.09748) blocks and scaled to 12B parameter. The model offers state-of-the-art performance image generation with top-of-the-line prompt following, visual quality, image detail, and output diversity. More information about the model can be found in [blog post](https://blackforestlabs.ai/announcing-black-forest-labs/) and [original repo](https://github.com/black-forest-labs/flux).
 
-<img src="https://raw.githubusercontent.com/black-forest-labs/flux/main/assets/grid.jpg" width="1024" height="800"> 
+<img src="https://raw.githubusercontent.com/black-forest-labs/flux/main/assets/grid.jpg" width="1024"> 
 
-In this tutorial we consider how to convert and optimized Flux.1 model using OpenVINO.
+In this tutorial, we consider how to convert and optimize Flux.1 model using OpenVINO.
 
 >**Note**: Some demonstrated models can require at least 32GB RAM for conversion and running.
 
 ### Notebook Contents
 
-In this demonstration you will learn how to perform text-to-image generation using Flux.1 and OpenVINO. 
+In this demonstration, you will learn how to perform text-to-image generation using Flux.1 and OpenVINO. 
 
 Example of model work:
 
@@ -30,7 +30,7 @@ The tutorial consists of the following steps:
 ## 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).
+We recommend running the notebook in a virtual environment. You only need a Jupyter server to start.
+For further details, please refer to [Installation Guide](../../README.md).
 
 <img referrerpolicy="no-referrer-when-downgrade" src="https://static.scarf.sh/a.png?x-pxid=5b5a4db0-7875-4bfb-bdbd-01698b5b1a77&file=notebooks/flux.1-image-generation/README.md" />