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SuperCowPowers · Dec 29, 2023 · d07e484 · d07e484
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diff --git a/docs/api_classes/overview.md b/docs/api_classes/overview.md
@@ -74,4 +74,4 @@ Processing...
 <img alt="sageworks_new_light" src="https://github.com/SuperCowPowers/sageworks/assets/4806709/ed2ed1bd-e2d8-49a1-b350-b2e19e2b7832">
 
 !!! note "Examples"
-    All of the SageWorks Examples are in the Sageworks Repository under the examples/ directory. For a full code listing of any example please visit our [SageWorks Examples](https://github.com/SuperCowPowers/sageworks/blob/main/examples)
+    All of the SageWorks Examples are in the Sageworks Repository under the `examples/` directory. For a full code listing of any example please visit our [SageWorks Examples](https://github.com/SuperCowPowers/sageworks/blob/main/examples)
diff --git a/examples/full_ml_pipeline.py b/examples/full_ml_pipeline.py
@@ -19,7 +19,6 @@
 log = logging.getLogger("sageworks")
 
 if __name__ == "__main__":
-
     # Create the abalone_data DataSource
     ds = DataSource("s3://sageworks-public-data/common/abalone.csv")
 
@@ -48,4 +47,3 @@
     df = fs.query(f"SELECT * FROM {athena_table} where training = 0")
     results = endpoint.predict(df)
     print(results[["class_number_of_rings", "prediction"]])
-