Over several years, successful AI software projects have hinged on algorithms based on Mathematical Programming, Simulation, Heuristics, ML, and generative AI. These projects have returned significant profits for several major organizations. However, many businesses outside the software industry still face challenges in implementing successful AI strategies. In many cases, CDOs may only produce "standard" data…
FuzzTypes, a new Python library introduced by GenomOncology researchers, is a toolset designed to handle and validate structured data beyond the capability of traditional function calling or JSON schema validation methods. These traditional techniques struggle with high-cardinality data, large datasets, or complex data structures in terms of efficiency and accuracy. Tools available today, such as…
Google Research has recently launched FAX, a high-tech software library, in an effort to improve federated learning computations. The software, built on JavaScript, has been designed with multiple functionalities. These include large-scale, distributed federated calculations along with diverse applications including data center and cross-device provisions. Thanks to the JAX sharding feature, FAX facilitates smooth integration…
The Retrieval Augmented Generation (RAG) approach is a sophisticated technique employed within language models that enhances the model's comprehension by retrieving pertinent data from external sources. This method presents a distinct challenge when evaluating its overall performance, creating the need for a systematic way to gauge the effectiveness of applying external data in these models.
Several…