Chapter 7 Train best model

Let`s fit the best model with our training data:

lm_fit <- 
  lm_spec %>% 
  fit( 
  median_house_value ~ median_income, # best model
  data = new_train 
  )

# Show your fitted model
lm_fit
## parsnip model object
## 
## Fit time:  3ms 
## 
## Call:
## stats::lm(formula = median_house_value ~ median_income, data = data)
## 
## Coefficients:
##   (Intercept)  median_income  
##         44477          41924