D-Lab's 6 hour introduction to machine learning in R. Learn the fundamentals of machine learning, regression, and classification, using tidymodels in R.
I delivered the workshop with these current materials, and things went pretty smoothly, but it's too much material for two 3 hour workshops.
I'd recommend splitting this workshop into either 3 or 4 2-hour workshops. This could look something like:
Part 1: introduction and regression
Part 2: preprocessing
Part 3: regularization and cross-validation
Part 4: more models
Perhaps Parts 1/2 could be merged into a single workshop.
I'd also recommend beefing up the "more models" section to more appropriately fill a 2 hour slot: more details on logistic regression, naive bayes, and random forest
I delivered the workshop with these current materials, and things went pretty smoothly, but it's too much material for two 3 hour workshops.
I'd recommend splitting this workshop into either 3 or 4 2-hour workshops. This could look something like:
Perhaps Parts 1/2 could be merged into a single workshop.
I'd also recommend beefing up the "more models" section to more appropriately fill a 2 hour slot: more details on logistic regression, naive bayes, and random forest