Update README.md

README.md

@@ -207,19 +207,19 @@ print(scores.tolist())
 
 ### Text Embeddings Inference (TEI) Usage
 
-You can either deploy TEI on CPU as:
+You can either run / deploy TEI on NVIDIA GPUs as:
 
 ```bash
 docker run -p 8080:80 -v hf_cache:/data --pull always ghcr.io/huggingface/text-embeddings-inference:cpu-1.7.2 --model-id Qwen/Qwen3-Embedding-0.6B
 ```
 
-Or on NVIDIA GPU devices as:
+Or on CPU devices as:
 
 ```bash
 docker run --gpus all -p 8080:80 -v hf_cache:/data --pull always ghcr.io/huggingface/text-embeddings-inference:1.7.2 --model-id Qwen/Qwen3-Embedding-0.6B --dtype float16
 ```
 
-And then generate embeddings sending a HTTP POST request as:
+And then, generate the embeddings sending a HTTP POST request as:
 
 ```bash
 curl http://localhost:8080/embed \