Data-Driven Task
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A Data-Driven Task is a decisioning task whose input is sample data.
- Context:
- It can (typically) be solved by a Data-Driven System (that implements a data-driven algorithm).
- It can be performed by a Data-Driven Organization.
- It can (often) be Data-Driven Prediction Task (such as data-driven classification) to being ...
- Example(s):
- Counter-Example(s):
- a Model-Driven Task, such as:
- a Intuition-Driven Task, based on an informal model (such as a heuristic task).
- a Theory-Driven Task, based on a formal model.
- a Software Programming Task.
- a Model-Driven Task, such as:
- See: Creation Task, Selection Task, Simulation Task.
References
2017
- (Karpathy, 2017) ⇒ Andrej Karpathy. (2017). “Software 2.0." Blog post 2017-11-11
- QUOTE: … It turns out that a large portion of real-world problems have the property that it is significantly easier to collect the data (or more generally, identify a desirable behavior) than to explicitly write the program. A large portion of programmers of tomorrow do not maintain complex software repositories, write intricate programs, or analyze their running times. They collect, clean, manipulate, label, analyze and visualize data that feeds neural networks. …