The Repository Application layer provides tools for both ingest of data as well as indexing and retrieval functions.
We can assist with writing data management plans that comply with funder policies, advise on data management best practices, and facilitate the ingest of data into repositories.
This diverse data set requires a scalable platform that can elastically handle ingest of data streams with suddenly large data spikes, and in most cases, a cloud-based back end provides the only option to minimize the volume of staff needed to manage the tool itself.
"If you have write-heavy workloads, spanning multiple geos, and you need this near real-time ingest of your data, this becomes extremely attractive for IoT, web, mobile gaming scenarios," Microsoft CosmosDB architect and product manager Rimma Nehme told me.
In addition, VESPA enhancements are planned that will allow ingest of additional data formats (e.g., GenBank, pepXML), and facilitate the analysis of genomes with multiple genetic elements.
That's because AI is not some magical black box that can ingest mountains of data and then just spit out results.
"A system that can't deal with these streams separately would quickly become overloaded," says Mr Davari.IBM has already introduced a product based on what it calls "stream computing" that can ingest thousands of "data streams" and analyse them almost instantaneously.
xSeer: This company, founded by a team of PhDs from Carnegie Mellon and elsewhere, makes sophisticated visual analytics software that they say can ingest billions of data points and intuitively create visualizations at massive scale, making it a lot easier for customers like insurance companies, for example, to see which pockets of people they aren't targeting and should be.
xSeer: This company, founded by a team of PhDs from Carnegie Mellon and elsewhere, makes sophisticated visual analytics software that they say can ingest billions of data points and intuitively create visualizations at massive scale, making it a lot easier for customers like insurance companies, for example, to see which pockets of people they aren't targeting and should be.
After discovering the existence of a record, by either 'push' or 'pull' mechanisms involving elnItemManifests, i) a database, such as ChemSpider, could ingest data of interest and automatically incorporate it wholly into its database or ii) an agent could programmatically extract excerpts of the dataset it requires.
This is "weak AI" and is a combination of big data and machine-learning – algorithms that ingest huge volumes of data and extract patterns and actionable predictions from them.
