diff --git a/README.md b/README.md
index 9d49cc1..75fedaa 100644
--- a/README.md
+++ b/README.md
@@ -17,14 +17,14 @@ pip install .
 | Metrics                     | Full Form                                      | Interpretation                      | Sklearn | Keras |
 | --------------------------- | ---------------------------------------------- | ----------------------------------- | ------- | ----- |
 | **MeanAbsoErr**                     | Mean Absolute Error                            | Smaller is better (Best value is 0) | ☑️       | ☑️     |
-| **MeanSqrtErr**                     | Mean Sqaured Error                             | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
+| **MeanSqrtErr**                     | Mean Squared Error                             | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
 | **RootMeanSqrtErr**                    | Root Mean Square Error                         | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
 | **RootMeanSqrtLogErr**                   | Root Mean Square Log Error                     | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
 | **RootMeanSqrtLogErrNeg**       | Root Mean Square Log Error with neg. value     | Smaller is better(Best value is 0)  | ☑️       |       |
 | **R2CoefScore**                | coefficient of determination                   | Best possible score is 1            | ☑️       | ☑️     |
 | **AdjR2CoefScore**       | Adjusted R2 score                              | Best possible score is 1            | ☑️       | ☑️     |
 | **MeanAbsPercErr**                    | Mean Absolute Percentage Error                 | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
-| **MeanSqrtLogErr**                    | Mean Sqaured Logarithm Error                   | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
+| **MeanSqrtLogErr**                    | Mean Squared Logarithm Error                   | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
 | **SymMeanAbsPercErr**                   | Symmetric mean absolute percentage error       | Smaller is better(Best value is 0)  | ☑️       |       |
 | **NormRootMeanSqrtErr**                   | Normalized Root Mean Square Error.             |                                     | ☑️       | ☑️     |
 | **NormRootMeanSqrtLogErr**                  | Normalized Root Mean Squared Logarithmic Error |                                     | ☑️       |       |
diff --git a/regressionmetrics.egg-info/PKG-INFO b/regressionmetrics.egg-info/PKG-INFO
index f37bf32..047842b 100644
--- a/regressionmetrics.egg-info/PKG-INFO
+++ b/regressionmetrics.egg-info/PKG-INFO
@@ -25,14 +25,14 @@ Description: # Regression Metrics
         | Metrics                     | Full Form                                      | Interpretation                      | Sklearn | Keras |
         | --------------------------- | ---------------------------------------------- | ----------------------------------- | ------- | ----- |
         | mae                         | Mean Absolute Error                            | Smaller is better (Best value is 0) | ☑️       | ☑️     |
-        | mse                         | Mean Sqaured Error                             | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
+        | mse                         | Mean Squared Error                             | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
         | rmse                        | Root Mean Square Error                         | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
         | rmsle                       | Root Mean Square Log Error                     | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
         | rmsle_with_negval           | Root Mean Square Log Error with neg. value     | Smaller is better(Best value is 0)  | ☑️       |       |
         | r2 score                    | coefficient of determination                   | Best possible score is 1            | ☑️       | ☑️     |
         | Adjusted r2 score           | Adjusted R2 score                              | Best possible score is 1            | ☑️       | ☑️     |
         | mape                        | Mean Absolute Percentage Error                 | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
-        | msle                        | Mean Sqaured Logarithm Error                   | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
+        | msle                        | Mean Squared Logarithm Error                   | Smaller is better(Best value is 0)  | ☑️       | ☑️     |
         | smape                       | Symmetric mean absolute percentage error       | Smaller is better(Best value is 0)  | ☑️       |       |
         | nrmse                       | Normalized Root Mean Square Error.             |                                     | ☑️       | ☑️     |
         | nrmsle                      | Normalized Root Mean Squared Logarithmic Error |                                     | ☑️       |       |