Datasets

Curated data for ethical algorithmic research and design impact.

A person with a striped shirt and a cap is standing in front of a computer screen displaying data and analytics. Another laptop is open on a desk below the monitor, and a large metallic tank with a pressure gauge is nearby.
A person with a striped shirt and a cap is standing in front of a computer screen displaying data and analytics. Another laptop is open on a desk below the monitor, and a large metallic tank with a pressure gauge is nearby.
A person is viewing a map with red data points on a computer monitor, likely indicating a geographical distribution. The image has a focus on technology and data analysis.
A person is viewing a map with red data points on a computer monitor, likely indicating a geographical distribution. The image has a focus on technology and data analysis.
A computer screen displaying analytics dashboards with various charts, including a line graph on the left and a cohort analysis table on the right. The table is populated with different shades of blue, indicating varying levels of user activity over several weeks. Text labels and numbers detail user retention statistics.
A computer screen displaying analytics dashboards with various charts, including a line graph on the left and a cohort analysis table on the right. The table is populated with different shades of blue, indicating varying levels of user activity over several weeks. Text labels and numbers detail user retention statistics.
Two mannequins are positioned against a backdrop of swirling clouds, creating a surreal and dreamlike atmosphere. The scene blends elements of urban architecture silhouetted in the foreground with reflections of natural elements, blurring the lines between the artificial and the natural.
Two mannequins are positioned against a backdrop of swirling clouds, creating a surreal and dreamlike atmosphere. The scene blends elements of urban architecture silhouetted in the foreground with reflections of natural elements, blurring the lines between the artificial and the natural.
Lines of computer code are displayed on a dark background, featuring SQL and JavaScript syntax with colorful syntax highlighting. The code includes a SQL query and JavaScript function handling datasets.
Lines of computer code are displayed on a dark background, featuring SQL and JavaScript syntax with colorful syntax highlighting. The code includes a SQL query and JavaScript function handling datasets.

Data Curation

Focused on critical domains with societal implications for fairness.

Two individuals stand in front of a whiteboard covered with multicolored sticky notes and arrows. One person points towards the whiteboard, which has handwritten words like 'User-Generated Content', 'Engagement', 'Event', and 'Social Wall'. The setting appears to be a collaborative or educational environment.
Two individuals stand in front of a whiteboard covered with multicolored sticky notes and arrows. One person points towards the whiteboard, which has handwritten words like 'User-Generated Content', 'Engagement', 'Event', and 'Social Wall'. The setting appears to be a collaborative or educational environment.
Model Probing

Analyze behavior shifts based on augmented dataset variations.

A room with a dark display board filled with handwritten chalk listings dominates the background. Below it, large open books and historical photographs are on display. In the foreground, a metallic barrier with a red velvet top surrounds a mound of light-colored material.
A room with a dark display board filled with handwritten chalk listings dominates the background. Below it, large open books and historical photographs are on display. In the foreground, a metallic barrier with a red velvet top surrounds a mound of light-colored material.
Counterfactuals

Generate synthetic variations to mitigate algorithmic bias effects.

A dimly lit museum exhibit with various small artifacts displayed on a flat surface. A large, abstract artwork is partially visible on the wall behind the exhibit.
A dimly lit museum exhibit with various small artifacts displayed on a flat surface. A large, abstract artwork is partially visible on the wall behind the exhibit.
A computer screen displaying a coding interface with Python code related to machine learning. The code imports libraries like sklearn and deals with model metrics such as precision and recall. A classification report is shown along with a section titled 'Different meta model trained' listing various models like DT, RF, LR, and XGB. Below, there is code for tuning an XGB model using GridSearchCV.
A computer screen displaying a coding interface with Python code related to machine learning. The code imports libraries like sklearn and deals with model metrics such as precision and recall. A classification report is shown along with a section titled 'Different meta model trained' listing various models like DT, RF, LR, and XGB. Below, there is code for tuning an XGB model using GridSearchCV.
Attention Analysis

Track model behavior through probing and attention mechanisms.

Fine-tuning

Adapt models to enhance performance on domain-specific tasks.

Insights

Transforming research design through innovative methodologies.

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