One should remember that other issues of the model are being brought along with any AD assessment, i.e., activity cliffs, experimental errors in the response variable, and specific shortcomings of the machine learning task undertaken (e.g., overfitting).
Companies like Netflix have been using AWS tools to undertake machine learning tasks for some time, but as Jassy said, "it's hard work", and AWS wanted to create a service specifically suited to machine learning without requiring specific expertise.
Various machine learning techniques are used to undertake this inference process, which is often helped by the use of a prior-knowledge graph 'seed' incorporating well-recognized, literature-derived information which reduces the computational outlay required to learn networks from biological data.
WEKA, a public data-mining platform, collects a large number of machine learning algorithms that are used to undertake the task of data mining, including preprocessing, classifying, clustering, associating, attribute selecting, and visualising.
In 2013 a research paper by Carl Frey and Michael Osborne, both at Oxford University, reported on what could happen when Artificial Intelligence and Machine learning systems prevail and many cognitive tasks currently undertaken by humans are passed over to intelligent computers.
GRG and WW undertook data analysis, particularly with respect to machine learning algorithms.
What most people don't realize, however, is that this undertaking was designed by Microsoft's machine learning research team.
Expanding upon this concept, CCS-based molecular prediction has previously been explored for peptides, utilizing intrinsic size parameter calculations and machine learning algorithms for sequence prediction, but no detailed study of other biochemical classes has yet been undertaken.
Google and a group of game cetologists have undertaken an AI-based investigation of years of undersea recordings, hoping to create a machine learning model that can spot humpback whale calls.
With the various screening efforts undertaken for CMT1A to date perhaps it is also worth considering using computational approaches to help identify additional compounds to test using machine learning models built with the data.
