diff --git a/DESCRIPTION b/DESCRIPTION
index a1ca04a..cca7c08 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,8 +1,8 @@
 Package: MachineShop
 Type: Package
 Title: Machine Learning Models and Tools
-Version: 3.4.3
-Date: 2022-04-19
+Version: 3.5.0
+Date: 2022-06-02
 Authors@R: person(c("Brian", "J"), "Smith",
                   email = "brian-j-smith@uiowa.edu",
                   role = c("aut", "cre"))
@@ -36,7 +36,7 @@ LazyData: true
 License: GPL-3
 URL: https://brian-j-smith.github.io/MachineShop/
 BugReports: https://github.com/brian-j-smith/MachineShop/issues
-RoxygenNote: 7.1.2
+RoxygenNote: 7.2.0
 VignetteBuilder: knitr
 Encoding: UTF-8
 Collate:
@@ -114,7 +114,6 @@ Collate:
     'performance_curve.R'
     'plot.R'
     'predict.R'
-    'predictors.R'
     'print.R'
     'recipe_roles.R'
     'reexports.R'
diff --git a/NEWS.md b/NEWS.md
index faf5718..c3dc84e 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -2,6 +2,20 @@
 
 ## Version Updates
 
+## 3.5.0
+* Add argument `method` to `r2()` for calculation of Pearson or Spearman correlation.
+* Add `predict()` S4 method for `MLModelFit`.
+* Export `MLModelFunction()`.
+* Export `as.MLInput()` methods for `MLModelFit` and `ModelSpecification`.
+* Export `as.MLModel()` method for `ModelSpecification`.
+* Improve recursive feature elimination of `SelectedInput` terms.
+* Improve speed of `StackedModel` and `SuperModel`.
+* Internal changes
+  * Add `.MachineShop` list attribute to `MLModelFit`.
+  * Move field `mlmodel` in `MLModelFit` to `model` in `.MachineShop`.
+  * Move slot `input` in `MLModel` to `.MachineShop`.
+  * Pass `.MachineShop` to the `predict` and `varimp` slot functions of `MLModel`.
+
 ## 3.4.3
 * Fix `TypeError` in `dependence()` with numeric dummy variables from recipes.
 * Prep `ModelRecipe` with `retain = TRUE` for recipe steps that are skipped, for example, when test datasets are created.