Posts in: Blog

JUL 30, 2020

TensorFlow Datasets: The Bad Parts

By Katie Porterfield, Yoav Zimmerman

We peek behind the curtain of TensorFlow Datasets to reveal some surprising problems.

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JUL 30, 2020

Choosing Your Deep Learning Infrastructure: The Cloud vs. On-Prem Debate

By Jennifer Villa, Dave Troiano

We compare cloud and on-prem deep learning infrastructure options across five key criteria.

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JUL 17, 2020

In defense of weight-sharing for neural architecture search: an optimization perspective

By Misha Khodak, Liam Li

A geometry-aware approach to optimization for neural architecture search.

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JUN 24, 2020

How to Build an Enterprise Deep Learning Platform, Part Three

By David Hershey

See an enterprise deep learning platform in action that comprises Pachyderm for data management, Determined for model development and training, and Seldon Core for deployment.

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JUN 12, 2020

How to Structure your Code to Build a Scalable Deep Learning Model

By David Hershey

How you structure your machine learning codebase has a big impact on how easy it is to scale, including adding support for distributed training, hyperparameter tuning, and experiment tracking.

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MAY 27, 2020

How to Build an Enterprise Deep Learning Platform, Part Two

By David Hershey

How to build a deep learning platform with open source components to handle tasks such as training data management and versioning, scalable model training, and deployment.

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MAY 12, 2020

How to Build an Enterprise Deep Learning Platform, Part One

By David Hershey

There is an incredibly common story playing out in countless enterprises in 2020.

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MAY 07, 2020

Scale Your Model Development on a Budget With GCP Preemptible Instances

By Dave Troiano

With Determined you can cloud burst your deep learning training workloads on GCP’s cost-effective preemptible GPUs, in a way that is friendly to infrastructure teams and model developers alike.

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APR 20, 2020

Determined / SageMaker Comparison

By Sean Rowan

Determined AI and AWS SageMaker are both platforms that accelerate these Machine Learning Engineering workflows, but with key differences that we compare, in detail.

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APR 15, 2020

What Andreessen Horowitz Got Wrong About AI

By Evan Sparks

A Response To Andreessen Horowitz’s “The New Business Of AI”

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