Artificial Intelligence Pipeline

Comparing AI-generated pipelines with established machine learning tools.

A large rusted pipeline extends across a calm body of water, dividing the scene with a clear reflection on the water's surface. In the background, there are green bushes and trees, with a mix of industrial structures and apartment buildings. The sky is mostly clear with scattered clouds.

A large rusted pipeline extends across a calm body of water, dividing the scene with a clear reflection on the water's surface. In the background, there are green bushes and trees, with a mix of industrial structures and apartment buildings. The sky is mostly clear with scattered clouds.

Fairness Analysis

Evaluating subgroup disparities and feature contributions in models.

A stack of large, teal-colored pipes is seen outdoors. The topmost pipe has graffiti writing on it that says 'fairytale?' in black marker. The pipes are secured together with black straps, and some fallen leaves and pieces of wood are visible on the ground nearby.

A stack of large, teal-colored pipes is seen outdoors. The topmost pipe has graffiti writing on it that says 'fairytale?' in black marker. The pipes are secured together with black straps, and some fallen leaves and pieces of wood are visible on the ground nearby.

A complex network of large, industrial pipes is supported by a metal framework, situated on a sandy surface. The pipes are metallic and exhibit some signs of rust and wear. Overcast skies provide a muted backdrop to this industrial scene.

A complex network of large, industrial pipes is supported by a metal framework, situated on a sandy surface. The pipes are metallic and exhibit some signs of rust and wear. Overcast skies provide a muted backdrop to this industrial scene.

Large industrial pipes extend through a lush, green forested area. The pipes are rust-colored and black, running parallel to each other along a narrow, cleared path in the dense vegetation. Trees and shrubs surround the area, with a distant structure visible at the far end of the pipes.

Large industrial pipes extend through a lush, green forested area. The pipes are rust-colored and black, running parallel to each other along a narrow, cleared path in the dense vegetation. Trees and shrubs surround the area, with a distant structure visible at the far end of the pipes.

Interpretability Study

Enhancing model interpretability through hierarchical prompt design.

Large cylindrical pipes with black bodies and red ends are stacked and wrapped in plastic. They are positioned on a paved surface near a fence with yellow markers.

Large cylindrical pipes with black bodies and red ends are stacked and wrapped in plastic. They are positioned on a paved surface near a fence with yellow markers.

Experiments

Exploring AI pipelines through quantitative and qualitative methodologies.

A large blue pipeline stretches into the distance, cutting through dense green foliage. The sky is overcast with a light haze, and a few buildings are faintly visible in the hazy background.

A large blue pipeline stretches into the distance, cutting through dense green foliage. The sky is overcast with a light haze, and a few buildings are faintly visible in the hazy background.

An industrial setting with multiple filling stations under a metal canopy. There are several pipes, valves, and ladders associated with each station. Traffic cones are placed strategically on the ground, and part of the background shows a ship in a dockyard with some cranes visible, indicating a port environment.

An industrial setting with multiple filling stations under a metal canopy. There are several pipes, valves, and ladders associated with each station. Traffic cones are placed strategically on the ground, and part of the background shows a ship in a dockyard with some cranes visible, indicating a port environment.