diff --git a/README.md b/README.md
index 8f2b89ddd5500e8171a579ecac481206c0523a10..9ea142a7d481002dda4e6c7138ad7b2d34c2d9c8 100644
--- a/README.md
+++ b/README.md
@@ -49,7 +49,7 @@ DeepSparkHub甄选上百个应用算法和模型，覆盖AI和通用计算各领
    - [Collaborative Filtering](#collaborative-filtering)
    - [Click Through Rate](#click-through-rate)
 
-- [Reinforement Learning](#reinforement-learning)
+- [Reinforcement Learning](#reinforcement-learning)
 
 - Speech
 
@@ -456,11 +456,11 @@ DeepSparkHub甄选上百个应用算法和模型，覆盖AI和通用计算各领
 [xDeepFM](recommendation/ctr/xdeepfm/paddlepaddle/README.md)  | PaddlePaddle | Criteo_Terabyte
 
 
-### Reinforement Learning
+### Reinforcement Learning
 
 模型名称 | 框架 | 数据集 
 -------- | ------ | ---- 
-[DQN](Reinforement_Learning/DQN/paddlepaddle/README.md)  | PaddlePaddle | CartPole-v0
+[DQN](Reinforcement_Learning/DQN/paddlepaddle/README.md)  | PaddlePaddle | CartPole-v0
 
 
 ### Speech