diff --git a/doc/release/1.10.2-notes.rst b/doc/release/1.10.2-notes.rst
index d508e7bc2f5f..efd57d9278ec 100644
--- a/doc/release/1.10.2-notes.rst
+++ b/doc/release/1.10.2-notes.rst
@@ -31,6 +31,7 @@ Issues Fixed
 * gh-6563 Intent(out) broken in recent versions of f2py.
 * gh-6575 BUG: Split produces empty arrays with wrong number of dimensions
 * gh-6590 Fortran Array problem in numpy 1.10.
+* gh-6602 Random __all__ missing choice and dirichlet.
 
 Merged PRs
 ==========
@@ -65,6 +66,7 @@ The following PRs in master have been backported to 1.10.2
 * gh-6579 MAINT: Fix mistake in doc upload rule.
 * gh-6596 BUG: Fix swig for relaxed stride checking.
 * gh-6606 DOC: Update 1.10.2 release notes.
+* gh-6614 BUG: Add choice and dirichlet to numpy.random.__all__.
 
 Initial support for mingwpy was reverted as it was causing problems for
 non-windows builds.
diff --git a/numpy/random/info.py b/numpy/random/info.py
index 396e623815a8..be9c8d9bd286 100644
--- a/numpy/random/info.py
+++ b/numpy/random/info.py
@@ -13,6 +13,8 @@
 permutation          Randomly permute a sequence / generate a random sequence.
 shuffle              Randomly permute a sequence in place.
 seed                 Seed the random number generator.
+choice               Random sample from 1-D array.
+
 ==================== =========================================================
 
 ==================== =========================================================
@@ -91,6 +93,8 @@
     'binomial',
     'bytes',
     'chisquare',
+    'choice',
+    'dirichlet',
     'exponential',
     'f',
     'gamma',