Snorkel AI

APRIL 28, 2023

You can approximate your machine learning training components into some simpler classifiers—for example, a k-nearest neighbors classifier. Here’s one application where you have a 100% clean data set that also has some fairness issues, meaning that if you clean up the whole dataset, the model could be unfair.

ML 52

ML ML Machine Learning Machine Learning 52

Snorkel AI

APRIL 28, 2023

You can approximate your machine learning training components into some simpler classifiers—for example, a k-nearest neighbors classifier. Here’s one application where you have a 100% clean data set that also has some fairness issues, meaning that if you clean up the whole dataset, the model could be unfair.

ML 52

ML ML Machine Learning Machine Learning 52

Mlearning.ai

MAY 23, 2023

The following figure represents the life cycle of data science. It starts with gathering the business requirements and relevant data. Once the data is acquired, it is maintained by performing data cleaning, data warehousing, data staging, and data architecture. Why is data cleaning crucial?

Data Science 52

Data Science Decision Trees Machine Learning Machine Learning 52