Tag

real world

Multi Indexes

From Pandas Workout by Reuven Lerner

This article discusses using multi indexes in Pandas.

Data Frames in Pandas

From Pandas Workout by Reuven Lerner

This article discusses using Data Frames in Pandas.

Collective Communication Pattern: Improving Performance When Parameter Servers Become a Bottleneck

From Distributed Machine Learning Patterns by Yuan Tang

In this article, we introduce the collective communication pattern, which is a great alternative to parameter servers when the machine learning model we are building is not too large without having to tune the ratio between the number of workers and parameter servers.

Parameter Server Pattern: Tagging Entities in 8 Millions of YouTube Videos

From Distributed Machine Learning Patterns by Yuan Tang

In this article, we introduce the parameter server pattern which comes handy for situations where the model is too large to fit in a single machine such as one we would have to build for tagging entities in the 8 millions of YouTube videos.

Cleaning Data

From Pandas Workout by Reuven Lerner

This article discusses cleaning data to use with Pandas.

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