Entries by tag: scikit-learn

Including child/synonym tags

Scikit-learn Pipelines: Custom Transformers and Pandas integration  08 Mar 2020    pandas scikit-learn

Examples and reference on how to write customer transformers and how to create a single sklearn pipeline including both preprocessing steps and classifiers at the end, in a way that enables you to use pandas dataframes directly in a call to fit. Read More ›

Choosing C Hyperparameter for SVM Classifiers: Examples with Scikit-Learn  20 Jun 2019    scikit-learn svm

Analysis of the effect of the C parameter on learning SVM models under a noisy data regime. With examples using the Python Library Scikit-learn. Read More ›

Heads-up for Deploying Scikit-learn Models to Production: Quick Checklist  01 Sep 2018    scikit-learn production machine-learning-engineering

A couple of tips for addressing common problems and unexpected situations when using scikit-learn models in production.. Read More ›

Cross-Validation Examples with Scikit-Learn  01 Sep 2018    scikit-learn

Using cross-validation within scikit-learn. Read More ›

Example Project Template: Serve a Scikit-learn Model via a Flask API  27 Jun 2018    flask scikit-learn

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. Read More ›

Scikit-Learn examples: Making Dummy Datasets  02 May 2018    scikit-learn

Make dummy datasets to test out classifiers and/or parameter configurations in Scikit-learn. Read More ›

Visualizing Machine Learning Models: Examples with Scikit-learn, XGB and Matplotlib  23 Apr 2018    matplotlib machine-learning scikit-learn

Examples on how to use matplotlib and Scikit-learn together to visualize the behaviour of machine learning models, conduct exploratory analysis, etc. Read More ›

Scikit-Learn Pipeline Examples  21 Oct 2017    scikit-learn

Examples of how to use classifier pipelines on Scikit-learn. Includes examples on cross-validation regular classifiers, meta classifiers such as one-vs-rest and also keras models using the scikit-learn wrappers. Read More ›

Scikit-Learn Cheatsheet: Reference and Examples  10 Mar 2017    scikit-learn

Just a couple of things you may find yourself doing over and over again when working with scikit-learn. Read More ›