Update README.md (Fix Typos)

README.md

@@ -9,23 +9,23 @@ license: apache-2.0
 ---
 
 # InstantID for StableDiffusion 1.5
-This is unofficial implementation InstantID for StableDiffusion 1.5.  
-SD15 has a lot of finetuned models. So you can use all of this models with combination of instantid components to get awesome results.  
+This is an unofficial implementation InstantID for StableDiffusion 1.5.  
+There is a lot of finetuned SD1 models. So you can use them with InstantID to get awesome results.  
 
-<a href="https://instantid.github.io">Official InstantID</a> works only with SDXL and contains code only for inference.  
+<a href="https://instantid.github.io">Official InstantID</a> works only with SDXL and contains the code only for inference.  
 But this repository contains Training and Inference code.  
-Training process was used only 10M images from <a href="https://github.com/FacePerceiver/LAION-Face">LAION-FACE 50M</a> dataset (Original InstantID used 50M Laion-face + 10M custom images).  
-Feel free to adapt it for your personal purposes. I will be glad if somebody find it usefull.
+For the training process there were only used 10M images from <a href="https://github.com/FacePerceiver/LAION-Face">LAION-FACE 50M</a> dataset (Original InstantID used 50M Laion-face + 10M custom images).  
+Feel free to adapt it for your personal purposes. I will be glad if somebody finds it useful.
 
 ## How to use:
-See <a href="https://github.com/TheDenk/InstantID-SD1.5.git">Github instruction</a>.
+See <a href="https://github.com/TheDenk/InstantID-SD1.5.git">the instruction on Github</a>.
 
 ## Examples
-Examples with <a href="https://civitai.com/models/132632/epicphotogasm">epiCPhotoGasm model</a> + styles from original InstantID.
+Examples with <a href="https://civitai.com/models/132632/epicphotogasm">the epiCPhotoGasm model</a> + styles from original InstantID.
 <p>
     <img src="./examples/demo/epicphoto.png" width="600" height="480" title="epicphoto"/>
 </p>
-Examples with <a href="https://civitai.com/models/65203/disney-pixar-cartoon-type-a">Disney Pixar Cartoon Type A model</a> + styles from original InstantID.
+Examples with <a href="https://civitai.com/models/65203/disney-pixar-cartoon-type-a">the Disney Pixar Cartoon Type A model</a> + styles from original InstantID.
 <p>
     <img src="./examples/demo/disneypixart.png" width="600" height="480" title="disneypixart"/>
 </p>
@@ -53,7 +53,7 @@ Using only models without special style prompts.
 <p>
     <img src="./examples/demo/mj.png" width="600" height="480" title="mj_example"/>
 </p>
-Examples with <a href="https://civitai.com/models/24387/aniflatmix-anime-flat-color-style-mix">Aniflatmix model</a> + styles from original InstantID.
+Examples with <a href="https://civitai.com/models/24387/aniflatmix-anime-flat-color-style-mix">the Aniflatmix model</a> + styles from original InstantID.
 <p>
     <img src="./examples/demo/aniflat.png" width="600" height="480" title="disneypixart"/>
 </p>