Rocket-Powered Data Science

JULY 6, 2021

Do you present your employees with a present for their innovative ideas? If you include the title of this blog, you were just presented with 13 examples of heteronyms in the preceding paragraphs. One type of implementation of a content strategy that is specific to data collections are data catalogs.

Strategy 267

Strategy Machine Learning Metadata Knowledge Discovery 267

Domino Data Lab

MAY 20, 2021

We present the inner workings of the SMOTE algorithm and show a simple “from scratch” implementation of SMOTE. Insufficient training data in the minority class — In domains where data collection is expensive, a dataset containing 10,000 examples is typically considered to be fairly large. A word of caution.

Machine Learning 136

Machine Learning Metrics Data mining Knowledge Discovery 136

Domino Data Lab

AUGUST 1, 2021

Toy example to present intuition for LIME from Ribeiro (2016). The surrogate model is often a simple linear model or a decision tree, which are innately interpretable, so the data collected from the perturbations and the corresponding class output can provide a good indication on what influences the model’s decision.

Modeling 139

Modeling Deep Learning Machine Learning Knowledge Discovery 139

Ontotext

APRIL 4, 2019

Some of this knowledge is locked and the company cannot access it. We translate their documents, presentations, tables, etc. into structured knowledge that can be processed by machines. This is extremely powerful, so literacy in data collection and data processing will be one of the crucial skills of the future.

Recreation/Entertainment 76

Recreation/Entertainment Testing Enterprise Knowledge Discovery 76