Update README.md

README.md

@@ -42,7 +42,7 @@ See our [paper](https://arxiv.org/abs/2410.01560) to learn more details!
 Our models are trained with the same "chat format" as Llama3.1-instruct models (same system/user/assistant tokens). 
 Please note that these models have NOT been instruction-tuned on general data and thus might not provide good answers outside of the math domain. 
 
-We recommend using [instructions in our repo](https://github.com/NVIDIA/NeMo-Skills/blob/main/docs/basics/inference.md) to run inference with these models, but here is
+We recommend using [instructions in our repo](https://nvidia.github.io/NeMo-Skills/basics/inference/) to run inference with these models, but here is
 an example of how to do it through transformers api:
 
 ```python
@@ -74,7 +74,7 @@ print(outputs[0]["generated_text"][-1]['content'])
 
 # Reproducing our results
 
-We provide [all instructions](https://github.com/NVIDIA/NeMo-Skills/blob/main/docs/openmathinstruct2/index.md) to fully reproduce our results.
+We provide [all instructions](https://nvidia.github.io/NeMo-Skills/openmathinstruct2/) to fully reproduce our results.
 
 ## Citation