Update README.md

README.md

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 ## Model description
 
-Trained on 512x512 Avatar character images using 2xA6000 GPUs on [Lambda GPU Cloud](https://lambdalabs.com/service/gpu-cloud) for 700 steps, batch size 4 (about 1 hours, at a cost of about $2).
+Base model is Stable Diffusion v1.5 and was trained by Eole Cervenka using Dreambooth with 60 input images sized 512x512 displaying Avatar character images.
+The model is learning to associate Avatar images with the style tokenized as 'avatarart style'.
+Prior preservation was used during training using the class 'Person' to avoid training bleeding into the representations for that class.
+Training ran on 2xA6000 GPUs on [Lambda GPU Cloud](https://lambdalabs.com/service/gpu-cloud) for 700 steps, batch size 4 (a couple hours, at a cost of about $4).
 
-## Links
-
-
-- [Lambda Diffusers](https://github.com/LambdaLabsML/lambda-diffusers)
-- [Model weights in Diffusers format](https://huggingface.co/lambdalabs/sd-naruto-diffusers)
-- [Naruto diffusers repo](https://github.com/eolecvk/naruto-sd)
-
-Trained by Eole Cervenka