In this talk, I will outline challenges and opportunities associated with learning genotype -> phenotype maps using methods from artificial intelligence. In addition to describing a number of case studies from tumor progression and adverse vaccine reactions to antiviral remittances and gene expression profiling, I will outline a research program that integrates wet-lab and dry-lab research to advance our systems biology understanding of disease.