- removed an image.

Author: prachichauhan1-tudip

on_demand/lab_exercise.ipynb

@@ -64,7 +64,6 @@
     "\n",
     "Your task is to predict the future value for existing customers based on their known transaction history. \n",
     "\n",
-    "![clv.svg](data:image/svg+xml;base64,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)  \n",
     "Source: [Cloud Architecture Center - Predicting Customer Lifetime Value with AI Platform: training the models](https://cloud.google.com/architecture/clv-prediction-with-offline-training-train)\n",
     "\n",
     "There is a strong positive correlation between the recency, frequency, and amount of money spent on each purchase each customer makes and their CLV. Consequently, you will leverage these features to in your ML model. For this lab, they are defined as:\n",