Practical Machine Learning: From Data to Deployment
Practical Machine Learning: From Data to Deployment Practical machine learning starts with a clear goal. Define the problem in business terms and decide how success will be measured. A simple plan helps the whole team stay aligned. Data is the fuel of any model. Gather representative data, check for missing values, and fix obvious inconsistencies. Split data into training and testing sets to estimate performance on unseen cases and to prevent leakage from the future. ...