Abstract: Disclosed herein are substrates for surface-enhanced Raman spectroscopy (SERS), methods of fabrication of the same using soft and nanoparticle lithography or laser-induced nano structuring of thin films (LINST), and their use to characterize extracellular vesicles (EVs) from a range of sources including but not limited to cancers, bacteria, viruses and/or placental cells. Also disclosed are machine learning methods for classifying and/or identifying SERS spectra from particles including EVs, the machine learning methods including bottleneck classifiers or layers configured to reduce the dimension of the network. In further methods the bottleneck classifier is combined with an autoencoder in either a supervised or unsupervised manner to identify of classify SERs spectra features.

Abstract: A method and a system implementing a service level agreement based storage access system. A service level agreement based storage access system presents a single interface for data storage consumers and translates generic data operation requests to data operation request specific to a storage server. The SLA based storage access system also monitors storage server performance and may throttle processes to ensure service level agreements are not violated.

Abstract: A method and a system implementing a service level agreement based storage access system. A service level agreement based storage access system presents a single interface for data storage consumers and translates generic data operation requests to data operation request specific to a storage server. The SLA based storage access system also monitors storage server performance and may throttle processes to ensure service level agreements are not violated.

Abstract: A method and a system implementing a service level agreement based storage access system. A service level agreement based storage access system presents a single interface for data storage consumers and translates generic data operation requests to data operation request specific to a storage server. The SLA based storage access system also monitors storage server performance and may throttle processes to ensure service level agreements are not violated.

Abstract: A method and a system implementing a service level agreement based storage access system. A service level agreement based storage access system presents a single interface for data storage consumers and translates generic data operation requests to data operation request specific to a storage server. The SLA based storage access system also monitors storage server performance and may throttle processes to ensure service level agreements are not violated.

Abstract: A method and a system implementing a service level agreement based storage access system. A service level agreement based storage access system presents a single interface for data storage consumers and translates generic data operation requests to data operation request specific to a storage server. The SLA based storage access system also monitors storage server performance and may throttle processes to ensure service level agreements are not violated.

Abstract: A method and a system implementing a service level agreement based storage access system. A service level agreement based storage access system presents a single interface for data storage consumers and translates generic data operation requests to data operation request specific to a storage server. The SLA based storage access system also monitors storage server performance and may throttle processes to ensure service level agreements are not violated.