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Shajiuddin009 · Oct 22, 2023 · d2e65bd · d2e65bd
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diff --git a/program/cohort.ipynb b/program/cohort.ipynb
@@ -34,9 +34,7 @@
     "## Initial setup\n",
     "\n",
     ":::{.callout-note}\n",
-    "To build our system using SageMaker, we need access to `ml.m5.xlarge` instances. By default, the quota on a new AWS account is zero, so you need to request a quota increase. \n",
-    "\n",
-    "You can do that under Service Quotas > AWS Services > Amazon SageMaker. Find `ml.m5.xlarge` and request a quota increase for processing jobs, training jobs, transform jobs, and endpoint usage. In the meantime, you can use `ml.t3.large` as a substitute.\n",
+    "Before running this notebook, follow the [setup instructions](https://program.ml.school/setup.html) for the program.\n",
     ":::\n",
     "\n",
     "\n",
@@ -366,6 +364,10 @@
     "6. `body_mass_g`: The body mass of the penguin in grams\n",
     "7. `sex`: The sex of the penguin\n",
     "\n",
+    "If you are curious, here is the description of a penguin's culmen:\n",
+    "\n",
+    "<img src='images/culmen.jpeg' alt='Culmen' width=\"600\">\n",
+    "\n",
     "Now, let's get the summary statistics for the features in our dataset."
    ]
   },

diff --git a/program/images/culmen.jpeg b/program/images/culmen.jpeg
diff --git a/program/setup.qmd b/program/setup.qmd
@@ -1,5 +1,5 @@
 ---
-title: "Configuration Setup"
+title: "Setup Instructions"
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diff --git a/requirements.txt b/requirements.txt
@@ -2,7 +2,6 @@ numpy
 pandas
 matplotlib
 scikit-learn
-plotly
 python-dotenv
 ipytest
 tensorflow