diff --git a/README.md b/README.md
index 4764e6097c40c26d845b933e398423a7e94a7d25..194dd33f89985eba4ff2ecec5699476536dc49b0 100644
--- a/README.md
+++ b/README.md
@@ -351,7 +351,7 @@ Step>3, Generator loss : 1.941e+05
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 ```
-By default, the model is trained for 100 epochs (see ```hyperparameters.json```) but it includes an ```EarlyStopping``` mechanism (See the paper methods section pour details) governed by the ```patience``` parameters (see ```hyperparameters.json```). 
+By default, the model is trained for 100 epochs (see ```hyperparameters.json```) but it includes an ```EarlyStopping``` mechanism (See the paper methods section for details) governed by the ```patience``` parameters (see ```hyperparameters.json```). 
 
 You can stop the training at anytime. The best checkpoints of your model is available in the ```experiments/metrology_experiment/results/networks/``` directory.