Autonomous ML Feature Engineering

Transform Features
Intelligently

An AI agent that observes, hypothesizes, executes, and evaluates feature transformations for CTR prediction — with full reasoning transparency.

agent_loop.py
🔍
OBSERVE
Profile feature distributions
💡
HYPOTHESIZE
Propose transformations
⚙️
EXECUTE
Apply transformations
📊
EVALUATE
Measure signal improvement
DECIDE
Keep or discard with evidence

What Makes This Agentic

Not just a pipeline — an intelligent agent with reasoning, iteration, and discovery capabilities.

AI-Powered Reasoning

Gemini-driven agent explains WHY each transformation helps, grounded in statistical analysis.

Iterative Refinement

When transformations fail, the agent proposes alternatives rather than silently moving on.

Rigorous Evaluation

Every feature tested with MI, IV, AUC, and LightGBM importance against strict thresholds.

Cross-Feature Intelligence

Discovers meaningful interaction terms between top features for CTR prediction.

See It In Action

Watch FeatureLab autonomously engineer features from a real Criteo CTR dataset.

FeatureLab Demo — Criteo CTR Dataset