Update README.md - Minor doc fix (#307)

Fix typos in doc

Author: anwai98

README.md

@@ -35,7 +35,7 @@ Please check out [the documentation](https://computational-cell-analytics.github
 
 We welcome new contributions!
 
-If you are interested in contributing to micro-sam, please see the [contributing guide](doc/contributing.md) and [developer documentation](doc/development.md). The first step is to [discuss your idea in anew issue](https://github.com/computational-cell-analytics/micro-sam/issues/new) with the current developers.
+If you are interested in contributing to micro-sam, please see the [contributing guide](doc/contributing.md) and [developer documentation](doc/development.md). The first step is to [discuss your idea in a new issue](https://github.com/computational-cell-analytics/micro-sam/issues/new) with the current developers.
 
 ## Citation
 

doc/python_library.md

@@ -24,6 +24,6 @@ So a good strategy is to annotate a few images with one of the provided models u
 TODO: provide link to the paper with results on how much data is needed
 -->
 
-The training logic is implemented in `micro_sam.training` and is based on [torch-em](https://github.com/constantinpape/torch-em). Please check out [examples/finetuning](https://github.com/computational-cell-analytics/micro-sam/tree/master/examples/finetuning) to see how you can finetune on your own data with it. The script `finetune_hela.py` contains an example for finetuning on a small custom microscopy dataset and `use_finetuned_model.py` shows how this model can then be used in the interactive annotatin tools.
+The training logic is implemented in `micro_sam.training` and is based on [torch-em](https://github.com/constantinpape/torch-em). Please check out [examples/finetuning](https://github.com/computational-cell-analytics/micro-sam/tree/master/examples/finetuning) to see how you can finetune on your own data with it. The script `finetune_hela.py` contains an example for finetuning on a small custom microscopy dataset and `use_finetuned_model.py` shows how this model can then be used in the interactive annotation tools.
 
 More advanced examples, including quantitative and qualitative evaluation, of finetuned models can be found in [finetuning](https://github.com/computational-cell-analytics/micro-sam/tree/master/finetuning), which contains the code for training and evaluating our microscopy models.