HatueyForge | Practical ML

Exploring different machine learning techniques and applications.

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19 June 2025

Generate and Visualize Real Estate Recommendations

by Hatuey Forge

Let’s start with the end result - a map showing listing recommendations for different types of potential buyers:

Full-page map at: Puerto Rico Real Estate Recommender

The listings are recommended using a two-tower recommender system and ranked with a multi-layer perceptron implemented using the PyTorch deep learning framework.

Here I’ll describe in more detail how I built it! I’ll probably split this into several posts…

tags: map - visualization - embeddings - pytorch - recommendation systems