diff --git a/README.md b/README.md
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@@ -27,4 +27,28 @@ First go to [http://0.0.0.0:4000/](http://0.0.0.0:4000/) to ensure the app is ru
 
 For training the model: [http://0.0.0.0:4000/train](http://0.0.0.0:4000/train)
 
-For making predictions using the model: [http://0.0.0.0:4000/predict](http://0.0.0.0:4000/predict)
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+For making predictions using the model: [http://0.0.0.0:4000/predict](http://0.0.0.0:4000/predict)
+
+## Reviewing pointers:
+
+Unit tests for the API: unittests/ApiTests.py
+
+Unit tests for the model: unittests/ModelTests.py
+
+Unit tests for the logging: unittests/LoggerTests.py
+
+Run all of the unit tests with a single script: run-tests.py
+
+Read/write unit tests are isolated from production models and logs
+
+APIs for training and prediction: /app.py
+
+Data ingestion automation pipeline: /cslib.py
+
+Multiple models comparison: notebooks/
+
+EDA investigation with visualizations: notebooks/data_ingestion_eda_part1.ipynb
+
+Containerization within a working Docker image: /Dockerfile
+
+Visualization to compare the model to the baseline model: notebooks/time_series_iteration.ipynb
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