Comparing open source AutoML tools

Auger vs. H2O vs. TPOT on sample datasets

We often get asked how Auger compares to other AutoML tools. Luckily in these days of open source tools this is possible to do in a way that can be validated and reproduced…

Data Preprocessing for Machine Learning in Auger

Generating a usable dataset for prediction and classification problems is usually the most time-consuming part of large data science problems. Most machine learning algorithms work only with well-structured data, generally tables with only…

So How Does Auger.AI Provide the Fastest, Most Accurate AutoML?

In our last post we pointed out that Auger outperforms the new Microsoft AutoML and other AutoML tools such as H2O and TPOT. Specifically…

Of Grapes and Mushrooms: From AutoML to OptiML

Something I rarely tell people is that I am currently still nominally a PhD candidate at UC Davis’ viticulture program (yes I’m a dropout…

Managing IAM Roles for Your Cloud Compute Service for Third-Party Tools

There are many great SaaS products and tools available for developers and data scientists. The best ones integrate with your existing favorite cloud computing service for maximum flexibility. In the case of…