diff --git a/doc/source/rllib-algorithms.rst b/doc/source/rllib-algorithms.rst
index f027db6f8..09d94730b 100644
--- a/doc/source/rllib-algorithms.rst
+++ b/doc/source/rllib-algorithms.rst
@@ -246,7 +246,7 @@ DDPG is implemented similarly to DQN (below). The algorithm can be scaled by inc
 
     DDPG architecture (same as DQN)
 
-Tuned examples: `Pendulum-v0 <https://github.com/ray-project/ray/blob/master/rllib/tuned_examples/ddpg/pendulum-ddpg.yaml>`__, `MountainCarContinuous-v0 <https://github.com/ray-project/ray/blob/master/rllib/tuned_examples/ddpg/mountaincarcontinuous-ddpg.yaml>`__, `HalfCheetah-v2 <https://github.com/ray-project/ray/blob/master/rllib/tuned_examples/ddpg/halfcheetah-ddpg.yaml>`__, `TD3 Pendulum-v0 <https://github.com/ray-project/ray/blob/master/rllib/tuned_examples/pendulum-td3.yaml>`__, `TD3 InvertedPendulum-v2 <https://github.com/ray-project/ray/blob/master/rllib/tuned_examples/invertedpendulum-td3.yaml>`__, `TD3 Mujoco suite (Ant-v2, HalfCheetah-v2, Hopper-v2, Walker2d-v2) <https://github.com/ray-project/ray/blob/master/rllib/tuned_examples/mujoco-td3.yaml>`__.
+Tuned examples: `Pendulum-v0 <https://github.com/ray-project/ray/blob/master/rllib/tuned_examples/ddpg/pendulum-ddpg.yaml>`__, `MountainCarContinuous-v0 <https://github.com/ray-project/ray/blob/master/rllib/tuned_examples/ddpg/mountaincarcontinuous-ddpg.yaml>`__, `HalfCheetah-v2 <https://github.com/ray-project/ray/blob/master/rllib/tuned_examples/ddpg/halfcheetah-ddpg.yaml>`__, `TD3 Pendulum-v0 <https://github.com/ray-project/ray/blob/master/rllib/tuned_examples/ddpg/pendulum-td3.yaml>`__, `TD3 InvertedPendulum-v2 <https://github.com/ray-project/ray/blob/master/rllib/tuned_examples/ddpg/invertedpendulum-td3.yaml>`__, `TD3 Mujoco suite (Ant-v2, HalfCheetah-v2, Hopper-v2, Walker2d-v2) <https://github.com/ray-project/ray/blob/master/rllib/tuned_examples/ddpg/mujoco-td3.yaml>`__.
 
 **DDPG-specific configs** (see also `common configs <rllib-training.html#common-parameters>`__):