2021 Deep Learning Experimentation Visualization 
O'Reilly on Data
APRIL 19, 2021
We’ll look at this later, but being able to reproduce experimental results is critical to any science, and it’s a well-known problem in AI. There’s no significant difference between these three continents in our 2021 data. First, 82% of the respondents are using supervised learning, and 67% are using deep learning.
DataKitchen
APRIL 13, 2021
Download the 2021 DataOps Vendor Landscape here. DataOps is a hot topic in 2021. DataOps needs a directed graph-based workflow that contains all the data access, integration, model and visualization steps in the data analytic production process. Polyaxon — An open-source platform for reproducible machine learning at scale.
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