---
title: "Discussion on \"Phase 4A: Building a Real-Time, Production-Ready Real Estate Price Predictor\" | Hashnode"
description: "Discussion on \"Phase 4A: Building a Real-Time, Production-Ready Real Estate Price Predictor\". In real-world ML, an accurate model is only the starting point. The real challenge is delivering reliable predictions at scale, ensuring that every step at inference, preprocessing, encoding, and feature alignment mirrors training. In this phase, I b..."
url: "https://hashnode.com/posts/phase-4a-building-a-real-time-production-ready-real-estate-price-predictor/6908d06043c7fa07a021934c"
---

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# [Phase 4A: Building a Real-Time, Production-Ready Real Estate Price Predictor](https://laurynas-baltrusaitis.hashnode.dev/phase-4a-building-a-real-time-production-ready-real-estate-price-predictor?utm_source=hashnode&utm_medium=feed)

In real-world ML, an accurate model is only the starting point. The real challenge is delivering reliable predictions at scale, ensuring that every step at inference, preprocessing, encoding, and feature alignment mirrors training. In this phase, I b...

Nov 3, 2025 · 8 min read · laurynas-baltrusaitis.hashnode.dev  
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## Written by

[Laurynas Baltrušaitis](https://hashnode.com/@laurynas26)

@laurynas26 · Amsterdam, Netherlands

  
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Data insights in the wild

I’m a data scientist with 4 years of experience working on real-world machine learning and analytics projects. I enjoy building end-to-end data products and sharing what I learn along the way.

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