applied-ml and website

applied-ml
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About applied-ml

rstudio-conf-2020/applied-ml

Code and Resources for "Applied Machine Learning"

This course material helps data scientists and analysts learn how to build, visualize, test, and compare predictive models using R. It takes raw data and guides you through applying various regression and classification techniques to produce models capable of making predictions. The content is designed for data professionals familiar with R and the tidyverse.

predictive modeling data analysis statistical learning forecasting classification

About website

aml4td/website

Website sources for Applied Machine Learning for Tabular Data

This guide helps data analysts, statisticians, and laboratory scientists develop high-quality predictive models from tabular datasets. It provides a practical, holistic view of the modeling process, focusing on effective feature engineering and essential post-modeling activities. The output is a deeper intuition about building predictive models and confidence in their reliability.

data-analysis predictive-modeling statistical-modeling feature-engineering data-science-education

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