In this liveProject, you’ll create and train your deep learning model to predict where a new Airbnb listing will be priced above or below average pricing. You’ll put pandas, Keras, and scikit-learn into action, and master key deep learning techniques for tracking model performance. You’ll learn to harness callbacks in the Keras deep learning framework to make model training more efficient, and how to ensure consistent results in multiple training runs.
This project is designed for learning purposes and is not a complete, production-ready application or solution.
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project author
Mark Ryan
Mark Ryan has a Bachelor in Computer Science from the University of Waterloo and an MSc in Computer Science (with a specialty in Artificial Intelligence) from the University of Toronto. As a senior leader for IBM's Db2 relational database, he was immersed in structured, tabular data. Mark is currently a Data Science Manager at Intact Insurance. In addition to deep learning, Mark's interests include chatbots and transformer-based language models.
prerequisites
This liveProject is for intermediate data scientists looking to expand their skill set with applied deep learning capabilities. To begin this liveProject, you will need to be familiar with:
TOOLS
Intermediate Python
Beginner pandas
Beginner scikit-learn
Beginner/Intermediate Keras
Familiarity with Google Colab
Familiarity with Jupyter Notebook
TECHNIQUES
Deep learning model layer assembly
Deep learning model training
Trained deep learning model one-off scoring
features
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