Paper Summary: SMOTE: Synthetic Minority Over-sampling Technique
02 Sep 2018 Summary of the 2002 article "SMOTE: Synthetic Minority Over-sampling Technique" by Chawla et al.
scikit-learn production machine-learning-engineering
Heads-up for Deploying Scikit-learn Models to Production: Quick Checklist
01 Sep 2018 A couple of tips for addressing common problems and unexpected situations when using scikit-learn models in production..
Cross-Validation Examples with Scikit-Learn
01 Sep 2018 Using cross-validation within scikit-learn.
Read More ›Mutate for Pandas Dataframes: Examples with Assign
15 Jul 2018 Assign is a function that mutates a dataframe in place and can be used for chained operations.
Read More ›Pandas Query Examples: SQL-like queries in dataframes
05 Jul 2018 Use SQL-like syntax to perform in-place queries on pandas dataframes.
Read More ›paper-summary multi-label structured-learning hierarchical-learning natural-language-processing
Paper Summary: Multi-Label Classification on Tree- and DAG-Structured Hierarchies
02 Jul 2018 Summary of the 2011 article "Multi-Label Classification on Tree- and DAG-Structured Hierarchies" by Bi and Kwok.
paper-summary natural-language-processing
Paper Summary: The Natural Language Decathlon: Multitask Learning as Question Answering
30 Jun 2018 Summary of the 2018 article "The Natural Language Decathlon: Multitask Learning as Question Answering" by McCann et al.
Example Project Template: Serve a Scikit-learn Model via a Flask API
27 Jun 2018 Full (albeit simple) example on how to create a simple Flask API to serve predictions using a pre-trained scikit-learn model. Includes supporting features such as logging, error handling, input validation, etc. Full code available on Github.
Default Permissions for Users, Directories and Files on Linux: Examples
23 Jun 2018 Set default permissions for all files/directories created by a user on Linux using umask. Additionally, use Access Control Lists (ACLs) for all files and directories created under a given directory too.
Read More ›Add Labels and Text to Matplotlib Plots: Annotation Examples
23 Jun 2018 Examples on how to add simple annotations and labels to your matplotlib plots.
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