Update README.md

README.md

@@ -18,7 +18,7 @@ license: apache-2.0
 
 #### Dataset Insights:
 
-[Match Ocra](https://huggingface.co/datasets/microsoft/orca-math-word-problems-200k) - This dataset contains ~200K grade school math word problems. All the answers in this dataset is generated using Azure GPT4-Turbo. Please refer to [Orca-Math: Unlocking the potential of SLMs in Grade School Math](https://arxiv.org/pdf/2402.14830.pdf) for details about the dataset construction.
+[Math Ocra](https://huggingface.co/datasets/microsoft/orca-math-word-problems-200k) - This dataset contains ~200K grade school math word problems. All the answers in this dataset is generated using Azure GPT4-Turbo. Please refer to [Orca-Math: Unlocking the potential of SLMs in Grade School Math](https://arxiv.org/pdf/2402.14830.pdf) for details about the dataset construction.
 
 #### Finetuning Details:
 
@@ -28,7 +28,7 @@ With the utilization of [MonsterAPI](https://monsterapi.ai)'s [no-code LLM finet
 - Completed in a total duration of 2d 7h 45m for 10 epochs using an A6000 48GB GPU.
 - Demonstrated cost-effectiveness, with a single epoch costing only $11.3.
 
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/63ba46aa0a9866b28cb19a14/E0TIohI3wpCL_Sp3fQShd.png)
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/63ba46aa0a9866b28cb19a14/puTKYn6MPlVzjfcwTAFXQ.png)
 
 #### Hyperparameters & Additional Details: