r_subheading-Course Description-r_end In this conclusion to r_link-Introduction to Text Analytics with R- https://online.datasciencedojo.com/course/Text-Analytics-with-R-r_end series, we will discuss about accuracy of the model and why overfitting the model is not a good idea. r_break r_break r_subheading-What You'll Learn-r_end • Optimizing our model for the best generalization on new/unseen data. r_break • Discussion of the sensitivity/specificity trade-off of our optimized model. r_break • Potential next steps regarding feature engineering and algorithm selection for additional gains in effectiveness. r_break • For those that are interested, a collection of resources for further study to broaden and deepen their text analytics skills.