View the Projects by pagnition

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Python FastAPI with JWT Auth predicting house prices by Machine Learning using Linear Regression (v1)

18-April-2026

Python FastAPI with JWT Auth serving a simple Machine Learning Application Predicting House Prices using Linear Regression (v1) - hosted at Vercel Cloud using Serverless Functions

This version predict the house price by size and number of rooms and saves the model in pkl

Try the demo by OpenAPI...

A Starter FastAPI + JWT Auth + ML + Linear Regression + Predicting house prices + OpenAPI / Swagger - secured by HTTPS

During the development process, I used ChatGPT for assisting with code generation and Github Copilot for code inline suggestion

DevOps by VS Code + GitHub + Vercel Cloud

The Web API at GitHub

.NET 8 Machine Learning used for tasting wine

17-April-2026

.NET 8 Console App for tasting wine using ML.NET with C#

Explore Artificial Intelligence and Machine Learning

This is a console application using Microsoft’s Machine Learning framework ML.NET for tasting wine

FastTree regression used to train the Model

The code at GitHub

.NET 8 Machine Learning to predict global temperature

17-April-2026

.NET 8 Console App to predict the global temperature using ML.NET with C#

Explore Artificial Intelligence and Machine Learning

This is a console application using Microsoft’s Machine Learning framework ML.NET to predict the global temperatures

Singular Spectrum Analysis (SSA) model for univariate time-series forecasting using the method "ForecastBySsa" of the class "TimeSeriesCatalog" for training the Model

The code at GitHub

Portugal

16-February-2023