Fixed misspelled words

Changes to be committed:
    modified:   README.md

1 files changed, 5 insertions, 4 deletions

diff --git a/README.md b/README.md
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@@ -2,11 +2,11 @@
 
 Neural Style Transfer done from the CLI using a VGG backbone and presented as an MP4.
 
-Weights can be downloaded from [here](https://m1.afileditch.ch/ajjMsHrRhnikrrCiUXgY.pth). The downloaded file should be placed in `./weights/` and any file will be ignored from there when pushing, as seen in `./.gitignore`. Update: Alternatively, if the `./weights/` directory is empty, `./neuralart.py` will automatically download the aformentioned default weights.
+Weights can be downloaded from [here](https://m1.afileditch.ch/ajjMsHrRhnikrrCiUXgY.pth). The downloaded file should be placed in `./weights/` and any file will be ignored from there when pushing, as seen in `./.gitignore`. Update: Alternatively, if the `./weights/` directory is empty, `./neuralart.py` will automatically download the aforementioned default weights.
 
 ### Why use this in 2023 ?
 
-Because style transfer hasn't changed drastically in terms of actual results in the past years. I personally find a certain beauty in inputing a style and content image rather than a well curated prompt with a dozen of switches. Consider this repo as a quick *just works* solution that can run on both CPU and GPU effectively.
+Because style transfer hasn't changed drastically in terms of actual results in the past years. I personally find a certain beauty in inputting a style and content image rather than a well curated prompt with a dozen of switches. Consider this repo as a quick *just works* solution that can run on both CPU and GPU effectively.
 
 ## Usage
 
@@ -16,13 +16,14 @@ The script sits comfortably in `./stylize.sh` so run it (strictly from the proje
 ./stylize.sh path/to/style_image path/to/content_image
 ```
 
-A `./all.sh` helper script is also available that runs `./stylize.sh` for each distinct pair of images present in the `./Images/` directory.
+A helper script is also available to run `./stylize.sh` for each distinct pair of images present in the `./Images/` directory:
 
 ```bash
 ./all.sh
 ```
 
-If, at any point, curious of the individual frames that comprise the generated `./content_in_style.mp4` check `./Output/`.
+If, at any point, curious of the individual frames that comprise the generated `./content_in_style.mp4` check `./Output/`
+
 There's also a (redundant) `./images.npy` file that contains raw array data. `./clear_dir.sh` removes redundant files each time they're no longer needed.
 
 ### Requirements