typo

README.md

@@ -31,7 +31,7 @@ Preprint BioRXiv [![DOI:10.1101/2024.10.25.620201](images/badge_preprint_mupix.s
 <details>
   <summary>Click to expand</summary>
 
-|  Requirements |  Vesrsion |
+|  Requirements |  Version |
 |--------------------------|--------------------------------------------------------------------------------------------------------------------------------|
 | Python                | 3.11 |
 | Tensorflow                   | 2.14 |
@@ -254,8 +254,8 @@ Experiment 'metrology_experiment' created successfully at ./experiments/metrolog
 
 This command has created a new `experiments/metrology_experiment` directory containing:
 - `hyperparameters.json`: default parameters used by µPIX
-- `results` directory: will contains training logs you can monitor during the training (```logs.txt```), model checkpoints (```networks```), image generated during the training (```images```) of a the µPIX model.
-- `predictions` directory: will contains the generated image on the test dataset.
+- `results` directory: will contain training logs you can monitor during the training (```logs.txt```), model checkpoints (```networks```), image generated during the training (```images```) of a the µPIX model.
+- `predictions` directory: will contain the generated image on the test dataset.
 
 
 For information, here is the ```hyperparameters.json``` file created by default by µPIX for our example experiment that could be freely modifiable