diff --git a/CHANGELOG.md b/CHANGELOG.md
index a18e11bc36..edee1cdfe5 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -35,6 +35,7 @@
 - PR #3135: Add QuasiNewton tests
 - PR #3040: Improved Array Conversion with CumlArrayDescriptor and Decorators
 - PR #3134: Improving the Deprecation Message Formatting in Documentation
+- PR #3151: MNMG Logistic Regression via dask-glm 
 - PR #3113: Add tags and prefered memory order tags to estimators
 - PR #3137: Reorganize Pytest Config and Add Quick Run Option
 - PR #3144: Adding Ability to Set Arbitrary Cmake Flags in ./build.sh
diff --git a/README.md b/README.md
index a2ec4ba307..badeff96b5 100644
--- a/README.md
+++ b/README.md
@@ -96,7 +96,7 @@ repo](https://github.com/rapidsai/notebooks-contrib).
 | **Linear Models for Regression or Classification** | Linear Regression (OLS) | Multi-node multi-GPU via Dask |
 | | Linear Regression with Lasso or Ridge Regularization | Multi-node multi-GPU via Dask |
 | | ElasticNet Regression | |
-| | Logistic Regression | |
+| | Logistic Regression | Multi-node multi-GPU via Dask-GLM [demo](https://github.com/daxiongshu/rapids-demos) |
 | | Naive Bayes | Multi-node multi-GPU via Dask |
 | | Stochastic Gradient Descent (SGD), Coordinate Descent (CD), and Quasi-Newton (QN) (including L-BFGS and OWL-QN) solvers for linear models  | |
 | **Nonlinear Models for Regression or Classification** | Random Forest (RF) Classification | Experimental multi-node multi-GPU via Dask |