Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  present a system and a set of techniques for learning linear predictors with convex losses on terascale data sets, with trillions of features, billions of training examples and millions of parameters in an hour using a cluster of 1000 machines. Individually none of the component techniques are new, but the careful synthesis required to obtain an efficient implementation is. The result is, up to our knowledge, the most scalable and efficient linear learning system reported in the literature.  describe and thoroughly evaluate the components of the system, showing the importance of the various design choices.
['Alekh Agarwal', 'O Chapelle', 'Miroslav Dudík', 'John Langford']
I am writing a research paper on a idea A reliable effective terascale linear learning system
[{"from": "human", "value": "I am writing a research paper on a idea A reliable effective terascale linear learning system"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  present a system and a set of techniques for learning linear predictors with convex losses on terascale data sets, with trillions of features, billions of training examples and millions of parameters in an hour using a cluster of 1000 machines. Individually none of the component techniques are new, but the careful synthesis required to obtain an efficient implementation is. The result is, up to our knowledge, the most scalable and efficient linear learning system reported in the literature.  describe and thoroughly evaluate the components of the system, showing the importance of the various design choices."}]