Risk Assessment with Machine Learning

Overview

This skill implements ML-based risk assessment for construction projects. Predict potential risks before they occur and prioritize mitigation strategies based on data-driven insights.

Risk Categories:

• Schedule Risk: Delays, critical path impacts
• Cost Risk: Budget overruns, change orders
• Safety Risk: Incident probability, hazard identification
• Quality Risk: Defects, rework probability

Quick Start

import pandas as pd
import numpy as np
from sklearn.ensemble import RandomForestClassifier, GradientBoostingRegressor
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler