Choose your pathway and build real capability.
CDI pathways help learners move beyond tutorials into structured learning, applied practice, reproducible systems, and defensible explanation.
Start with a foundation, progress into applied work, and build outputs you can explain, defend, and use as visible evidence of capability.
From learning to applied work
CDI is designed for independent learners, early-career professionals, researchers, and builders who want a clear route from concepts to real systems. Each pathway connects knowledge, workflow, interpretation, and communication.
Data Science
Build analytical workflows, visualizations, models, database skills, and reproducible reports.
Data Science Foundations
Core concepts and workflows for real analytical work, from data structure to interpretation.
Data Visualization with Python
Matplotlib, Plotly, dashboards, maps, and storytelling for analytical communication.
Machine Learning with Python
Classification, regression, evaluation, tuning, and deployment-ready workflows.
Databases & SQL
Querying, joins, schema thinking, and analytics workflows with SQL and Python.
Applied Bioinformatics
Work with omics data, interpret results, and connect analysis to biological meaning.
Microbiome Analysis
Diversity, ordination, differential abundance, metadata, and biological interpretation.
RNA-Seq Analysis
Differential expression, QC, enrichment, and reproducible reporting.
GWAS Analysis
Association testing, Manhattan and QQ plots, multiple testing, and interpretation.
Single-Cell RNA-Seq
Clustering, markers, annotation, and high-dimensional visualization.
Clinical & Medical Data
Evaluate evidence, interpret results, and support defensible clinical or medical claims.
Electronic Health Records
Structure and validate patient data to prepare for reliable clinical analysis.
Clinical Analytics
Analyze cohorts and outcomes to identify patterns, signals, and limitations.
Clinical Evidence for Medical Devices
Evaluate clinical evidence for safety, performance, and clear, proportionate claims.
Clinical Decision Support
Translate clinical insights into useful decision support while preserving judgment.
AI, Thinking & Decision Systems
Use AI responsibly to structure reasoning, improve workflows, and support better decisions.
Thinking with AI
A human-first approach to working with AI from a clear position, with judgment and control.
AI as a Tool
Use AI to accelerate thinking while maintaining control, context, and verification.
Decision-Making & Reasoning
Move beyond outputs. Interpret results, build defensible claims, and make sound decisions.
AI in Real Workflows
Integrate human judgment and AI support to complete real analytical tasks.
Pathways lead into guided practice.
Learning becomes stronger when it moves into execution. CDI mentorship helps learners turn pathway knowledge into real systems, documented work, portfolio-ready outputs, and professional positioning.
Start where you are. Build toward real capability.
Choose a pathway, follow the guide, and grow into applied work through structured learning and guided practice.