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docs: fix README typos #453

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6 changes: 3 additions & 3 deletions README.md
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Expand Up @@ -7,7 +7,7 @@
> [!NOTE]
> ## 🚀 Together Python SDK 2.0 is now available!
>
> V1 is now considered deprecated and will be maintained in maintanence mode. All new features and development will occur in the 2.0 SDK.
> V1 is now considered deprecated and will be maintained in maintenance mode. All new features and development will occur in the 2.0 SDK.
>
> Check out the new SDK: **[together-py](https://github.com/togethercomputer/together-py)**
>
Expand Down Expand Up @@ -352,7 +352,7 @@ Read more about Reranking [here](https://docs.together.ai/docs/rerank-overview).

### Files

The files API is used for fine-tuning and allows developers to upload data to fine-tune on. It also has several methods to list all files, retrive files, and delete files. Please refer to our fine-tuning docs [here](https://docs.together.ai/docs/fine-tuning-python).
The files API is used for fine-tuning and allows developers to upload data to fine-tune on. It also has several methods to list all files, retrieve files, and delete files. Please refer to our fine-tuning docs [here](https://docs.together.ai/docs/fine-tuning-python).

```python
from together import Together
Expand All @@ -368,7 +368,7 @@ client.files.delete(id="file-d0d318cb-b7d9-493a-bd70-1cfe089d3815") # deletes a

### Fine-tunes

The finetune API is used for fine-tuning and allows developers to create finetuning jobs. It also has several methods to list all jobs, retrive statuses and get checkpoints. Please refer to our fine-tuning docs [here](https://docs.together.ai/docs/fine-tuning-quickstart).
The finetune API is used for fine-tuning and allows developers to create finetuning jobs. It also has several methods to list all jobs, retrieve statuses and get checkpoints. Please refer to our fine-tuning docs [here](https://docs.together.ai/docs/fine-tuning-quickstart).

```python
from together import Together
Expand Down