Adrian Sampson

Adrian Sampson

Guest Author

3 Articles

Adrian Sampson

Adrian Sampson

Apr 6, 2022

Adrian Sampson

Adrian Sampson

Apr 6, 2022

Beware the Tensor From Hell: How to Avert the Combinatorial Complexity Explosion in ML Engineering

In an earlier era, deploying ML systems was not exactly easy, but at least the problem was contained. Engineers could focus on a few important models, all of which built on similar libraries and tools. That era of uniformity is gone.

Adrian Sampson

Adrian Sampson

Jan 11, 2022

Adrian Sampson

Adrian Sampson

Jan 11, 2022

The Future of Hardware is Software

General-purpose GPU computing helped launch the deep learning era. As ML models have grown larger and more computationally intense, however, they have changed the way GPUs are designed—and they have inspired a wave of new hardware that looks radically different from GPUs.

Adrian Sampson

Adrian Sampson

Jan 6, 2022

Adrian Sampson

Adrian Sampson

Jan 6, 2022

Flexible Systems for the Next ML Revolution(s)

The environment for machine learning innovation has never been better. Modern GPUs are marvels of supercomputer engineering. And software stacks have raised the level of abstraction for ML implementations...

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