2_​linear regression_​empty

train

Model requirements

Data Collection

Data Cleaning

Data Labeling

Feature Engineering

Model Training

Model Evaluation

Model Deployment

Model Monitoring

Model requirements

Medical Cost Personal Datasets

Problem Identification

Objectives & Resources

Data Collection

Load Data

Raw Data Extraction (CSV Reader)

Understand Data (Statistics)

Data Cleaning

Filter Columns that are important (Column Filter)

Add missing values (Missing Value)

Data Labeling

Calculate Domains (Domain Calculator)

Feature Engineering

One Hot Enconding (One to Many)

Cluster Data into train/test) (80/20)

Add Baseline (Constant Value Column Appender)

pred_baseline - No

Score Baseline (Scorer)

Model Training

Linear Regression Learner

Model Evaluation

Regression Predictor

Numeric Scorer

Model Deployment

Feature Engineering

Add Baseline (

GroupBy

Constant Value Column Appender - join_key = 1)

Joiner

Column Renamer

Numeric Scorer