Integrate Reference Genomes with Sequencing SNPs and dbSNP to build personalized Genomes and Proteomes Everything is local, fast, and reliable.
Mariana is a Deep Learning framework focused on ease of use. In Mariana networks are graphs, allowing for a lot flexibility and a clean and easy to read interface.
NoSQL simplifies a lot of things, but it has also shifted a lot of the validation out of the databases and into the software. This python driver for the awesome ArangoDB allows you to easily integrate the schema and field validation that you need.