Developing machine learning models is not easy. From the perspective of the machine learning researcher, there is the iterative process of tuning hyperparameters and selecting relevant features. From the perspective of the operations engineer, there is a handoff from development to production, and the management of GPU clusters to parallelize model training.
In the last five years, machine learning has become easier to use thanks to point solutions. TensorFlow, cloud provider tools, Spark, Jupyter Notebooks. But every company works differently, and there are few hard and fast rules for the workflows around machine learning operations.
Determined AI is a platform that provides a means for collaborating around data prep, model development and training, and model deployment. Neil Conway is a co-founder of Determined, and he joins the show to discuss the challenges around machine learning operations, and what he has built with Determined.
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