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Ikwu Idoko Francis's Projects

heart_classification_model icon heart_classification_model

The model is build to classify if a patient will have heart disease or not given some variables. The model has 85 percent accuracy of predicting correctly if a patient will likely have a heart disease or not with a linearRegression model

hourelectricityoutput icon hourelectricityoutput

he dataset contains 9568 data points collected from a Combined Cycle Power Plant over 6 years (2006-2011), when the power plant was set to work with full load. Features consist of hourly average ambient variables Temperature (T), Ambient Pressure (AP), Relative Humidity (RH) and Exhaust Vacuum (V) to predict the net hourly electrical energy output (EP) of the plant. A combined cycle power plant (CCPP) is composed of gas turbines (GT), steam turbines (ST) and heat recovery steam generators. In a CCPP, the electricity is generated by gas and steam turbines, which are combined in one cycle, and is transferred from one turbine to another. While the Vacuum is colected from and has effect on the Steam Turbine, he other three of the ambient variables effect the GT performance. For comparability with our baseline studies, and to allow 5x2 fold statistical tests be carried out, we provide the data shuffled five times. For each shuffling 2-fold CV is carried out and the resulting 10 measurements are used for statistical testing. We provide the data both in .ods and in .xlsx formats. The model used for this project are LinearRegression and Ridge Regression.

image-identification-for-self-driving-cars icon image-identification-for-self-driving-cars

🖍️ This project achieves some functions of image identification for Self-Driving Cars. First, use yolov5 for object detection. Second, image classification for traffic light and traffic sign. Furthermore, the GUI of this project makes it more user-friendly for users to realize the image identification for Self-Driving Cars.

nanos_ml_task icon nanos_ml_task

A machine learning model that predict the crew size in a ship.

object-detection icon object-detection

A deep learning model using MobileNet and opencv to detect objects and faces.

population_prediction icon population_prediction

the program is being used to estimate the population of a country for a give number of years

randomnumber icon randomnumber

use in the game of chance to predict a particular number

robot icon robot

Functions and classes for gradient-based robot motion planning, written in Ivy.

todo-list icon todo-list

An App that get different recipes of fruits and the ingredient used for it for preparing it.

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