diff --git a/pgml-docs/docs/blog/oxidizing-machine-learning.md b/pgml-docs/docs/blog/oxidizing-machine-learning.md
index 3ec80a8d9..88c9e9e4d 100644
--- a/pgml-docs/docs/blog/oxidizing-machine-learning.md
+++ b/pgml-docs/docs/blog/oxidizing-machine-learning.md
@@ -59,7 +59,7 @@ _src/main.rs_
use xgboost::{parameters, Booster, DMatrix};
fn main() {
- // Data is read directly into the C++ data structure.
+ // Data is read directly into the C++ data structure
let train = DMatrix::load("train.txt").unwrap();
let test = DMatrix::load("test.txt").unwrap();
@@ -95,11 +95,11 @@ fn main() {
.build()
.unwrap();
- // Train!
+ // Train the model
let model = Booster::train(¶ms).unwrap();
- // Save and load later in any language that has XGBoost bindings.
- model.save("/tmp/xbgoost_model.bin").unwrap();
+ // Save and load later in any language that has XGBoost bindings
+ model.save("/tmp/xgboost_model.bin").unwrap();
}
```
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