Automated machine learning

Unlock advanced analytics with mixed-method approaches for meaningful outcomes in various domains.

A red pipeline runs alongside a series of evenly spaced pillars, bordered by green grass and lush vegetation. The scene includes a walkway that follows the curvature of the pipeline. Buildings and foliage are visible in the background.
A red pipeline runs alongside a series of evenly spaced pillars, bordered by green grass and lush vegetation. The scene includes a walkway that follows the curvature of the pipeline. Buildings and foliage are visible in the background.

Innovative Solutions for Data Analysis

At etwet, we combine quantitative experiments and qualitative analysis to enhance data-driven decision-making, focusing on fairness, interpretability, and performance in various domains like medical diagnosis and financial fraud detection.

A large metal pipeline extends through a forested area, surrounded by dense greenery and trees. The sky is overcast, suggesting the possibility of rain. The pipeline runs parallel to a gravel road, indicating an infrastructure passing through a natural environment.
A large metal pipeline extends through a forested area, surrounded by dense greenery and trees. The sky is overcast, suggesting the possibility of rain. The pipeline runs parallel to a gravel road, indicating an infrastructure passing through a natural environment.
Our Mission
Our Approach

We utilize advanced benchmarking and ablation studies to refine our methodologies, ensuring our pipelines deliver high accuracy while addressing subgroup disparities and enhancing interpretability through innovative prompt designs.

Data-Driven Insights

Transforming data into actionable insights through innovative experimental design and thorough analysis.

Several large pipelines run parallel to each other over a body of water with hilly terrain in the background. The pipelines show signs of rust and weathering. The water is calm and reflects the subtle morning or evening light, creating a serene atmosphere.
Several large pipelines run parallel to each other over a body of water with hilly terrain in the background. The pipelines show signs of rust and weathering. The water is calm and reflects the subtle morning or evening light, creating a serene atmosphere.
Pipeline Benchmarking

Compare GPT-4 pipelines with leading tools to optimize performance metrics.

Fairness Evaluation

Assess subgroup disparities and feature contributions for equitable model outputs.

Interpretability Enhancement

Develop hierarchical prompts to improve understanding and transparency in AI models.

Research Projects

Exploring AI pipelines for diverse applications and fairness evaluation.

Large white pipelines run parallel through a lush green landscape, bordered by dense trees on either side, under a clear blue sky.
Large white pipelines run parallel through a lush green landscape, bordered by dense trees on either side, under a clear blue sky.
Pipeline Evaluation

Comparing AI tools on accuracy and training efficiency metrics.

A series of large metal pipes are positioned on a sandy surface, extending into the distance. There is a significant flame erupting from the end of the pipes, indicating a possible gas or oil pipeline. The sky is overcast with a grayish-blue hue and the area seems to be a remote, undeveloped area with some vegetation.
A series of large metal pipes are positioned on a sandy surface, extending into the distance. There is a significant flame erupting from the end of the pipes, indicating a possible gas or oil pipeline. The sky is overcast with a grayish-blue hue and the area seems to be a remote, undeveloped area with some vegetation.
An industrial scene with large pipelines running through a forested area. The pipes extend into the distance surrounded by lush trees in autumn with shades of yellow, orange, and green. The setting is outdoors, with a clear contrast between the engineered structures and the natural environment.
An industrial scene with large pipelines running through a forested area. The pipes extend into the distance surrounded by lush trees in autumn with shades of yellow, orange, and green. The setting is outdoors, with a clear contrast between the engineered structures and the natural environment.
Rows of large industrial pipes are arranged in parallel, with a focus on warm and soft lighting that creates a gentle gradient across the surfaces. The pipes display smooth, rounded edges with uniformly distributed highlights and shadows, suggesting a late afternoon or early evening sun.
Rows of large industrial pipes are arranged in parallel, with a focus on warm and soft lighting that creates a gentle gradient across the surfaces. The pipes display smooth, rounded edges with uniformly distributed highlights and shadows, suggesting a late afternoon or early evening sun.
Fairness Analysis

Assessing subgroup disparities and feature contributions in AI models.

Research

Combining quantitative and qualitative analysis for insights.

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