Exploring different machine learning techniques and applications.
Welcome to HatueyForge, our space for sharing hands-on projects and insights across Data Science and Applied Artificial Intelligence. Here, we’ll embark on a journey that begins with a specific business need or opportunity (or sometimes just curiosity!), meticulously transforming raw data into meaningful insights and functional solutions.
We focus on tackling real-world challenges from concept to deployment. This encompasses not only technical execution, but also orchestrating complex project components and integrating diverse technical efforts required to bring impactful solutions to life. The Puerto Rico Real Estate Recommender is a good example of an end-to-end system, from data acquisition and processing to a deployed, interactive visualization designed for practical use.
On this blog, you’ll find first person account of the development process, technical hurdles encountered, and lessons learned. Our aim is to share practical approaches and functional code that may be helpful to others!
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…
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*This site's content and structure were brainstormed and refined with the helpful assistance of AI!*