Causal graphs for discovering implicit bias in multimodal datasets
Transforming multimodal data into actionable insights with advanced causal analysis techniques.
Innovative Data Solutions
We specialize in data collection, causal graph construction, bias identification, and model optimization to enhance the reliability of multimodal datasets.
Our Expertise
We focus on standardizing datasets, discovering causal relationships, identifying biases, and optimizing model outputs for improved performance and fairness.
Data Analysis Services
We specialize in data collection, causal graph construction, and bias identification for optimization.
Causal Graph Construction
Extract causal relationships using advanced algorithms for better data insights and understanding.
Bias Identification
Analyze causal graphs to uncover and quantify biases affecting model performance and outputs.
Model Validation
Validate biases on GPT-4 and propose strategies to optimize model outputs effectively.
Data Insights
Transforming data into actionable insights through advanced methodologies.
Causal Graphs
Extracting relationships to understand data biases effectively.
Bias Analysis
Identifying and quantifying biases in model outputs accurately.