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Building the Software 2.0 Stack by Andrej Karpathy from Tesla

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. In his talk, Andrej Karpathy provides a number of examples of this ongoing transition, covers the advantages and challenges of the new stack, and outlines multiple opportunities for new tooling.

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