Caddie's Way
Data discovery involves identifying patterns, trends, and insights within datasets. At Caddie it includes :
- Data Profiling: Assessing the quality and structure of data.
- Data Visualization: Using tools to create visual representations of data.
- Exploratory Data Analysis (EDA): Analyzing data sets to summarize their main characteristics.
Data curation involves the organization, integration, and management of data collected from various sources. It ensures that data remains valuable, accessible, and reusable over time. Data curation involves :
- Collection and Integration: Gathering data from diverse sources and integrating it into a cohesive dataset.
- Annotation and Documentation: Adding metadata and documentation to make the data understandable and usable.
- Preservation: Ensuring long-term storage and accessibility of data.
- Quality Control: Maintaining data accuracy and consistency.
- Accessibility: Making data easily discoverable and retrievable.
After Data discovery, curation and segmentation next step is the model development. Some aspects followed by Caddie are as follows :
- Data Preprocessing: Techniques such as normalization, feature scaling, and encoding categorical variables are applied.
- Feature Engineering: Feature engineering is the process of creating new features or transforming existing features to enhance the predictive power of the model.
- Model Selection, Training, and Evaluation
- Model Optimization and Validation
- Deployment and Monitoring
Key aspects include:
- Data Integration: Combining data from different sources into a unified view.
- Data Interoperability: Ensuring different systems can use the shared data effectively.
- Data Marketplaces: Platforms where data can be bought and sold
Caddie's solutions are for?
Al Companies
University Researchers
Clinical Researchers
Clinical researchers are venturing into uncharted territories using AI and data analytics to unlock new possibilities in healthcare. Caddie’s AI tools not only offer operational efficiency but also provide Scientific AI Powered by generative AI (gen AI) and foundational models can revolutionize trial design and success rates.
Pioneering Medical AI Excellence
Visionary Minds Uniting to Transform Healthcare
Our esteemed collaborators include leading figures in medical AI and radiology, contributing to groundbreaking advancements in clinical image analysis.
Emeritus Professor, Univ. of Chicago, CAD Pioneer
Distinguished Service Professor, Univ. of Chicago
NIH Staff Scientist
Professor of Radiology, Harvard Medical School
Get in touch
Accelerate your research and enhance diagnostic accuracy with Caddie's solutions.
Connect with us
ADDRESS:
Ste 300 #1238
Gaithersburg, MD 20879
