{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Machine learning fairness\n", "\n", "Machine Learning fairness is an important part of modern day data modeling. Here we explore an introduction to make models more fair and equitable.\n", "\n", "Machine learning is a powerful tool that has revolutionized many industries by enabling computers to learn from data and make predictions or decisions.\n", "\n", "However, as machine learning algorithms become increasingly ubiquitous in our daily lives, concerns about fairness and equity have emerged. Machine learning fairness refers to the idea that machine learning models should not perpetuate or exacerbate existing biases or discrimination. Fairness means that the model treats all individuals or groups fairly, regardless of race, gender, ethnicity, or other protected characteristics.\n", "\n", "This notebook will provide an overview of the key concepts and challenges in machine learning fairness, as well as some techniques commonly used to address them." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How To" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | longitude | \n", "latitude | \n", "housing_median_age | \n", "total_rooms | \n", "total_bedrooms | \n", "population | \n", "households | \n", "median_income | \n", "median_house_value | \n", "ocean_proximity | \n", "
---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "-122.23 | \n", "37.88 | \n", "41.0 | \n", "880.0 | \n", "129.0 | \n", "322.0 | \n", "126.0 | \n", "8.3252 | \n", "452600.0 | \n", "NEAR BAY | \n", "
1 | \n", "-122.22 | \n", "37.86 | \n", "21.0 | \n", "7099.0 | \n", "1106.0 | \n", "2401.0 | \n", "1138.0 | \n", "8.3014 | \n", "358500.0 | \n", "NEAR BAY | \n", "
2 | \n", "-122.24 | \n", "37.85 | \n", "52.0 | \n", "1467.0 | \n", "190.0 | \n", "496.0 | \n", "177.0 | \n", "7.2574 | \n", "352100.0 | \n", "NEAR BAY | \n", "
3 | \n", "-122.25 | \n", "37.85 | \n", "52.0 | \n", "1274.0 | \n", "235.0 | \n", "558.0 | \n", "219.0 | \n", "5.6431 | \n", "341300.0 | \n", "NEAR BAY | \n", "
4 | \n", "-122.25 | \n", "37.85 | \n", "52.0 | \n", "1627.0 | \n", "280.0 | \n", "565.0 | \n", "259.0 | \n", "3.8462 | \n", "342200.0 | \n", "NEAR BAY | \n", "