Python example of building GLM, GBM and Random Forest Binomial Model with H2O

Here is an example of using H2O machine learning library and then building GLM, GBM and Distributed Random Forest models for categorical response variable. Lets import h2o library and initialize the H2O machine learning cluster: import h2o h2o.init() Importing dataset and getting familiar with it: df = h2o.import_file(“https://raw.githubusercontent.com/h2oai/sparkling-water/master/examples/smalldata/prostate.csv”) df.summary() df.col_names Lets configure our predictors and […]

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Visualizing H2O GBM and Random Forest MOJO Models Trees in python

In this example we will build a tree based model first using H2O machine learning library and the save that model as MOJO. Using GraphViz/Dot library we will extract individual trees/cross validated model trees from the MOJO and visualize them. If you are new to H2O MOJO model, learn here. You can also get full […]

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InfiniteBoosting – A Bagging-Boosting Hybrid Algorithm

Intro Ensemble methods, due to their wide applications and fancy accuracy, are attractive since the day they were invented. In the family of ensemble methods, bagging and boosting algorithms share some common properties, but differ in training process. Generally speaking, bagging is good for reducing the variance, while boosting focuses on both bias and variance. […]

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Using Random Forests and Wordclouds to Visualize Feature Importance in Document Classification

What characteristics do the works of famous authors have that make them unique? This post uses ensemble methods and wordclouds to explore just that. Project Gutenberg offers a large number of freely available works from many famous authors. The dataset for this post consists of books, taken from Project Gutenberg, written by each of the […]

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Customer Success with Machine Learning (Google Cloud NEXT’17)

TensorFlow is an open-source software library for machine intelligence, and have played an important role in this field since its release in 2015. To-date, more than 8,000 open source projects are using this library. The reason why TensorFlow is so widely used is due to its automatic derivation of functions and distributed computing capability, which […]

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Avito Duplicate Ads Detection, Winners’ Interview: 2nd Place, Team TheQuants | Mikel, Peter, Marios, & Sonny

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Leaf Classification Competition: 1st Place Winner’s Interview, Ivan Sosnovik

Can you see the random forest for its leaves? The Leaf Classification playground competition ran on Kaggle from August 2016 to February 2017. Kagglers were challenged to correctly identify 99 classes of leaves based on images and pre-extracted features. In this winner’s interview, Kaggler Ivan Sosnovik shares his first place approach. He explains how he […]

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