Thursday, July 7, 2022

Software 2.0 [machine learning, programming with data]

Building the Software 2 0 Stack (Andrej Karpathy)

48,226 views Aug 29, 2018 A lot of our code is in the process of being transitioned from Software 1.0 (code written by humans) to Software 2.0 (code written by an optimization, commonly in the form of neural network training). In the new paradigm, much of the attention of a developer shifts from designing an explicit algorithm to curating large, varied, and clean datasets, which indirectly influence the code. I will provide a number of examples of this ongoing transition, cover the advantages and challenges of the new stack, and outline multiple opportunities for new tooling.

Karpathy's 2017 blog post, Software 2.0.

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