Update README.md

README.md

@@ -102,11 +102,11 @@ python3 convert.py ../LLaMA-2-7B-32K
    ../LLaMA-2-7B-32K/LLaMA-2-7B-32K-Q4_0.gguf Q4_0
 ```
 11. run any quantizations you need and stop the container when finished (the container will automatically
-be deleted deleted but the generated files will remain available on your host computer)
+be deleted but the generated files will remain available on your host computer)
 12. the `basic-python` image may also be deleted (manually) unless you plan to use it again in the near future
 
 You are now free to move the quanitization results to where you need them and run inferences with context
-lengths up to 32K (depending on the amount of memory you will have available - long contexts need an awful
+lengths up to 32K (depending on the amount of memory you will have available - long contexts need a
 lot of RAM)
 
 ## License ##