machine-learning-engineering

Michelangelo Palette Overview

08 Jun 2019   Overview of Palette, the feature store system that is part of Uber's Michelangelo Mahcine Learning Platform. Based off the talk given at qcon.ai.

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paper-summary embeddings surveys

Paper Summary: From Word to Sense Embeddings: A Survey on Vector Representations of Meaning

02 Jun 2019   Summary of the 2018 article "From Word to Sense Embeddings: A Survey on Vector Representations of Meaning" by Camacho-Collados and Pilehvar.

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pandas

Pandas Dataframe Examples: String Functions

01 Jun 2019   Pandas exposes a series of string methods that you can use on Series that contain string objects. These are useful for filtering dataframes among other uses.

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paper-summary

Paper Summary: DTATG: An Automatic Title Generator Based on Dependency Trees

30 May 2019   Summary of the 2017 article "DTATG: An Automatic Title Generator Based on Dependency Trees" by Shao and Wang.

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paper-summary machine-learning-engineering distributed-computing

Paper Summary: Scaling Distributed Machine Learning with the Parameter Server

25 May 2019   Summary of the 2014 article "Scaling Distributed Machine Learning with the Parameter Server" by Li et al.

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engineering

Traits of the Senior Developer

03 May 2019   Are you a senior software developer?

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pandas

Pandas Examples: Creating and Initializing DataFrames

25 Mar 2019   Examples on how to initialize dataframes.

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matplotlib

Matplotlib Examples: Displaying and Configuring Legends

23 Mar 2019   Multiple examples on how to display and customize legends on matplotlib plots.

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data-science calibration

The Calibration-Accuracy Plot: Introduction and Examples

17 Mar 2019   Model scores don't always tell the whole story. It is much easier to interpret the outputs of machine learning models when the scores can be seen as probabilities. When a model's scores match probabilities, it is said that that model is well calibrated.

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datetime pandas time-series

Pandas Time Series Examples: DatetimeIndex, PeriodIndex and TimedeltaIndex

10 Mar 2019   How and when to use special pandas Indexes such as DatetimeIndex, PeriodIndex and TimedeltaIndex. These will help you deal with and perform simple operations on time-series data.

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