Problem Statement

No AutoML:

• Manual tuning required
• Time-consuming
• Suboptimal models

Business Impact: Manual work
Technical Impact: No AutoML

Root Cause Analysis

No automation. Manual only.

Solution Overview

1. AutoML: automated pipeline
2. HPO: hyperparameter optimization
3. NAS: neural architecture search
4. Ensemble: ensemble methods
5. Monitoring: performance monitoring

Type of Change

• Feature: AutoML

Testing Done

• AutoML test: works
• HPO test: optimizes
• NAS test: finds architectures

Related Issue

Relates to automation

Suggested Labels

feature, automl, ml, gssoc26