soft-skills

Pull-Requests: Best Practices and Lessons Learned

12 Oct 2020   Some tips and lessons learned on creating useful and pleasant PRs that are easy to review. Also some best practices on interacting with reviewers and peers in general.

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pandas

Pandas Dataframes: Apply Examples

26 Sep 2020   Examples on how to use pandas apply, on columns, dataframes, etc, with best practices and warnings about performance.

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python files paths

Python: Working with Paths & the Filesystem

26 Sep 2020   Several examples on how to work with paths and files in python, convert from relative to aboslute paths, check if a path points to a valid file, etc.

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product-management data-science data-products

11 Types of Data Products, with Examples

22 Sep 2020   Here is a list of data products you can build using various types of data science methods. Includes use cases and main techniques for each.

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paper-summary natural-language-processing sequence-learning transformer-architecture

Paper Summary: Improving Language Understanding by Generative Pre-Training

11 Sep 2020   Summary of the 2018 article "Improving Language Understanding by Generative Pre-Training" by Radford et al.

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bash

Bash Examples: String Operations

09 Sep 2020   How to interact with strings on bash scripts.

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pytest python testing

Pytest Options: Best Practices and Examples

23 Aug 2020   Examples on how to use pytest to run tests, configure outputs, etc.

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paper-summary natural-language-processing embeddings sequence-learning

Paper Summary: ULMFIT: Universal Language Model Fine-tuning for Text Classification

22 Jul 2020   Summary of the 2018 article "ULMFIT: Universal Language Model Fine-tuning for Text Classification" by Howard and Ruder.

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bash

Bash Shopt Examples

05 Jul 2020   Examples and reference on how to work with options on bash scripts

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paper-summary sequence-learning attention transformer-architecture

Paper Summary: Attention is All you Need

27 Jun 2020   Summary of the 2017 article "Attention is All you Need" by Vaswani et al.

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