diff --git a/README.md b/README.md
index 74b634c4d3101b81b310de9ef822c821e1043e02..5ca5e8eff2a0cb3362c4b6d48177043adfd263f9 100644
--- a/README.md
+++ b/README.md
@@ -377,7 +377,7 @@ What did not work (or not improve):
 
 <h1>Training procedure</h1>
 
-Install a python 3.10+ environment with the following dependencies:
+Git clone this repo and install a python 3.10+ environment with the following dependencies:
     
     pip install -r requirements.txt
 
@@ -461,7 +461,7 @@ Stage2 images already downloaded and cropped are available [here](https://mosqui
            …
            Vivo-Y21_Ae-albopictus_s10_l2_t4_na.png.png
 
-**2/ Run mosquito detected training script:**
+**2/ Run mosquito detector training script:**
 
 <span style="text-decoration:underline;">YoloV8 nano</span>: Around 8h per fold on 1 GPU with 24GB VRAM.