You will get Real Estate Valuation Engine: 89.80% R² Framework.
Project details
Stop settling for "black-box" models. Secure your investments with a hardened, 20-Phase Valuation Engine.
Most property valuation scripts are fragile—they fail when market conditions shift or tax data is missing. I provide an Industrial-Grade Machine Learning Architecture engineered for high-volume precision and commercial stability.
What sets this project apart:
Unlike standard freelancers, I deploy a rigorous 20-Phase Systematic Lifecycle. My framework includes Deep Feature Synthesis to uncover hidden market signals and a proprietary Ablation Audit to ensure the model understands physical house logic independently of government tax "cheat codes."
The Results You Can Expect:
• Predictive Resolution: ~89% R² Confidence Scores.
• Operational Precision: Average error margins (MAE) as low as $44k on luxury-segment assets.
• Stability Guarantee: A verified 0.0170 overfit gap, ensuring the engine performs on live, unseen listings.
Whether you are an institutional investor, a real estate firm, or a fintech startup, I deliver a production-ready asset that transforms property pricing into a data-driven competitive advantage.
Most property valuation scripts are fragile—they fail when market conditions shift or tax data is missing. I provide an Industrial-Grade Machine Learning Architecture engineered for high-volume precision and commercial stability.
What sets this project apart:
Unlike standard freelancers, I deploy a rigorous 20-Phase Systematic Lifecycle. My framework includes Deep Feature Synthesis to uncover hidden market signals and a proprietary Ablation Audit to ensure the model understands physical house logic independently of government tax "cheat codes."
The Results You Can Expect:
• Predictive Resolution: ~89% R² Confidence Scores.
• Operational Precision: Average error margins (MAE) as low as $44k on luxury-segment assets.
• Stability Guarantee: A verified 0.0170 overfit gap, ensuring the engine performs on live, unseen listings.
Whether you are an institutional investor, a real estate firm, or a fintech startup, I deliver a production-ready asset that transforms property pricing into a data-driven competitive advantage.
Machine Learning Tools
pandas, Python, Python Scikit-Learn, scikit-learn, XGBoostWhat's included
| Service Tiers |
Starter
$200
|
Standard
$500
|
Advanced
$1,200
|
|---|---|---|---|
| Delivery Time | 3 days | 7 days | 14 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 2 | 4 | 6 |
Number of Scenarios | 1 | 3 | 5 |
Number of Graphs/Charts | 5 | 10 | 15 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code | - | - |
Optional add-ons
You can add these on the next page.
Executive Strategy & Precision Audit
(+ 2 Days)
+$150Frequently asked questions
About Simon
AI Architect | Machine Learning Engineer | Industrial Data Scientist.
Lagos, Nigeria - 10:04 am local time
I don't just build models; I engineer systematic solutions. I am the creator of the "20-Phase Systematic AI Framework," a hardened lifecycle designed to move projects from raw, messy data to production-ready assets with verified stability.
The 20-Phase Signature Method:
My approach ensures technical excellence through five critical pillars:
Hardened Data Standardization: Automated type enforcement and threshold filtering.
Multi-Dimensional Synthesis: Deep Feature Synthesis (DFS) to uncover hidden signals.
Autonomous Integrity Auditing: Systematic "Ablation" testing to prove model logic.
Algorithm Tournaments: Head-to-head auditions of XGBoost, LightGBM, and CatBoost.
Auto-Configured Pipelines: Intelligent self-selection of math based on data skewness.
Why Hire Me?
• Verified Results: Recent projects achieved ~89% Predictive Resolution (R²) with a tight 0.0170 overfit gap.
• Domain Versatility: Applying the 20-phase approach to Real Estate, Fintech, E-commerce, and Logistics.
• Elite Documentation: Every project includes an Executive Performance Audit for stakeholders.
Let’s discuss how my 20-phase framework can de-risk your next AI investment.
Steps for completing your project
After purchasing the project, send requirements so Simon can start the project.
Delivery time starts when Simon receives requirements from you.
Simon works on your project following the steps below.
Revisions may occur after the delivery date.
Step 1: Data Ingestion & Integrity Audit
I perform automated type enforcement and threshold-based filtering to secure the statistical foundation of your data.
Feature Synthesis & Signal Concentration
Applying Deep Feature Synthesis (DFS) and proportionality ratios to map high-fidelity market interactions.