Update README.md

README.md

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-Edit this `README.md` markdown file to author your organization card 🔥
+We explore instruction-tuning to teach Stable Diffusion to follow instructions to translate or
+process input images. With this method, we can prompt our model using an input image and an
+“instruction”, such as - _Apply a cartoon filter to the natural image_.
+
+<p align=center>
+<img src="https://huggingface.co/datasets/sayakpaul/sample-datasets/resolve/main/instruction-tuning-sd.png" width=600/>
+</p>
+
+Please follow our blog post to know more about this: TODO.
+
+
+Below we provide links to our training code, models, and datasets:
+
+* [Training and inference code](https://github.com/sayakpaul/instruction-tuned-sd)
+
+* Models:
+  * [instruction-tuning-sd/instruction-tuned-image-proc](https://huggingface.co/instruction-tuning-sd/instruction-tuned-image-proc)
+  * [instruction-tuning-sd/instruction-tuned-cartoonizer](https://huggingface.co/instruction-tuning-sd/instruction-tuned-cartoonizer)
+  * [instruction-tuning-sd/scratch-instruction-tuned-image-proc](instruction-tuning-sd/scratch-instruction-tuned-image-proc)
+  * [instruction-tuning-sd/scratch-instruction-tuned-cartoonizer](https://huggingface.co/instruction-tuning-sd/scratch-instruction-tuned-cartoonizer)
+
+* Datasets:
+  * [Instruction-prompted cartoonization](https://huggingface.co/datasets/instruction-tuning-sd/cartoonizer-dataset)
+  * [Instruction-prompted low-level image processing](https://huggingface.co/datasets/instruction-tuning-sd/instruct-tuned-image-processing) 
+
+Happy instruction-tuning 🤗