chicm-ms
diff --git a/‎youtube-8m/CONTRIBUTING.md ‎CONTRIBUTING.md b/‎youtube-8m/CONTRIBUTING.md ‎CONTRIBUTING.md
diff --git a/‎youtube-8m/LICENSE ‎LICENSE b/‎youtube-8m/LICENSE ‎LICENSE
diff --git a/‎youtube-8m/README.md ‎README.md
+2-3 b/‎youtube-8m/README.md ‎README.md
+2-3
diff --git a/‎youtube-8m/__init__.py ‎__init__.py b/‎youtube-8m/__init__.py ‎__init__.py
diff --git a/‎youtube-8m/average_precision_calculator.py ‎average_precision_calculator.py b/‎youtube-8m/average_precision_calculator.py ‎average_precision_calculator.py
diff --git a/‎youtube-8m/cloudml-gpu.yaml ‎cloudml-gpu.yaml b/‎youtube-8m/cloudml-gpu.yaml ‎cloudml-gpu.yaml
diff --git a/‎youtube-8m/eval.py ‎eval.py b/‎youtube-8m/eval.py ‎eval.py
diff --git a/‎youtube-8m/eval_util.py ‎eval_util.py b/‎youtube-8m/eval_util.py ‎eval_util.py
diff --git a/‎youtube-8m/inference.py ‎inference.py b/‎youtube-8m/inference.py ‎inference.py
diff --git a/‎youtube-8m/losses.py ‎losses.py b/‎youtube-8m/losses.py ‎losses.py
diff --git a/‎youtube-8m/mean_average_precision_calculator.py ‎mean_average_precision_calculator.py b/‎youtube-8m/mean_average_precision_calculator.py ‎mean_average_precision_calculator.py
diff --git a/‎youtube-8m/models.py ‎models.py b/‎youtube-8m/models.py ‎models.py
diff --git a/‎youtube-8m/readers.py ‎readers.py b/‎youtube-8m/readers.py ‎readers.py
diff --git a/‎setup.py
-5 b/‎setup.py
-5
diff --git a/‎youtube-8m/train.py ‎train.py b/‎youtube-8m/train.py ‎train.py
diff --git a/‎youtube-8m/utils.py ‎utils.py b/‎youtube-8m/utils.py ‎utils.py
@@ -48,9 +48,8 @@ your code locally before deploying it to the cloud, see the
 ### Training on Video-Level Features
 
 You can train over video-level features with a few commands. First, navigate to
-the directory containing the 'setup.py' file. You should be able to see the
-'youtube-8m' directory containing this readme if you run 'ls'. Then run the
-following:
+the directory *immediately above* the source code. You should be able to see the
+source code directory if you run 'ls'. Then run the following:
 
 ```sh
 BUCKET_NAME=gs://${USER}_yt8m_train_bucket