Minor Readme cosmetics

README.md

@@ -10,7 +10,7 @@ Thunder aims to be usable, understandable, and extensible.
 
 ## Performance
 
-Thunder can achieve significant speedups over standard PyTorch eager code, through the compounding effects of optimizations and the use of best in class executors. Here is an example of the pretraining throughput for Llama 2 7B as implemented in [LitGPT](https://github.com/Lightning-AI/litgpt).
+Thunder can achieve significant speedups over standard PyTorch eager code, through the compounding effects of optimizations and the use of best-in-class executors. Here is an example of the pretraining throughput for Llama 2 7B as implemented in [LitGPT](https://github.com/Lightning-AI/litgpt).
 
 ![](docs/source/_static/images/training_throughput_single.png)
 
@@ -82,11 +82,11 @@ print(result)
 
 The compiled function `jfoo` takes and returns PyTorch tensors, just like the original function, so modules and functions compiled by Thunder can be used as part of larger PyTorch programs.
 
-## Running training
+## Model training with Thunder
 
-Thunder is in its early stages, it should not be used for production runs yet.
+Thunder is in its early stages and should not be used for production runs yet.
 
-However, it can already deliver outstanding performance on models supported by [LitGPT](https://github.com/Lightning-AI/lit-gpt), such as Mistral, Llama2, Gemma, Falcon, and derivatives.
+However, it can already deliver outstanding performance on LLM model supported by [LitGPT](https://github.com/Lightning-AI/lit-gpt), such as Mistral, Llama 2, Gemma, Falcon, and others.
 
 Run training loop for Llama, single-GPU:
 
@@ -104,7 +104,7 @@ See [README.md](examples/lit-gpt/README.md) for details on running LitGPT with T
 
 ## What's in the box
 
-Given a python callable or PyTorch module, Thunder can generate an optimized program that:
+Given a Python callable or PyTorch module, Thunder can generate an optimized program that:
 
 - Computes its forward and backward passes
 - Coalesces operations into efficient fusion regions
@@ -167,7 +167,7 @@ Thunder is very thoroughly tested, so expect this to take a while.
 ## License
 
 Lightning Thunder is released under the [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0) license.
-See LICENSE file for details.
+See the [LICENSE](LICENSE) file for details.
 
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