Update README.md

README.md

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   example_title: Custom Image Sample 1
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 # Model Card for movie-picture-captioning
-The model generates descriptions of any photo in the style of movie descriptions. She learned from movie posters and descriptions. ... just for fun
+The model generates descriptions of any photo in the style of movie descriptions. It learned from movie posters and descriptions. ... just for fun
 
 # Model Details:
 
 #### Model Description
 
-This is an encoder decoder model based on [VisionEncoderDecoderModel](https://huggingface.co/docs/transformers/model_doc/vision-encoder-decoder). 
-[Google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) was used as encoder, [DeepPavlov/rubert-base-cased](https://huggingface.co/DeepPavlov/rubert-base-cased) as decoder. 
+This is an encoder-decoder model based on [VisionEncoderDecoderModel](https://huggingface.co/docs/transformers/model_doc/vision-encoder-decoder). 
+[Google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) was used as the encoder, [DeepPavlov/rubert-base-cased](https://huggingface.co/DeepPavlov/rubert-base-cased) as the decoder. 
 
-We refined the model on the dataset with descriptions and movie posters by russian app Kinoposk. Now the model generates descriptions on the jargon of blockbusters =).
+We refined the model on the dataset with descriptions and movie posters by the russian app Kinoposk. Now the model generates descriptions of the jargon of blockbusters =).
 
 #### Model Sources