Barry A. Bunin

Home Topics Artificial Intelligence Why Data Infrastructure Determines AI Success in Drug Discovery Credit: Nikada/Getty Images The drug discovery industry’s investment in and reliance on AI have reached unprecedented levels over the last five years. Amid this excitement, one fundamental question is often overlooked: what happens when sophisticated AI models encounter the messy reality of laboratory data?

4.2. Survey Results and Analysis From the participants of the survey, a 44% represented offshore oil and gas asset owners, meaning the personnel working in corporations who own such assets. A total of 29% represented contractors occupied on offshore oil and gas assets, from which 18% represented contractor companies who operate assets, 3% provides the personnel to operate assets, and 8% refers to companies providing technical contracted tasks.

Journal of Cheminformatics201911:33 https://doi.org/10.1186/s13321-019-0357-4 ©  The Author(s) 2019 Received: 25 January 2019 Accepted: 15 May 2019 Published: 23 May 2019 Abstract We describe a file format that is designed to represent mixtures of compounds in a way that is fully machine readable. This Mixfile format is intended to fill the same role for substances that are composed of multiple components as the venerable Molfile does for specifying individual structures.