Move comments below include guards.

mlpp/activation/activation.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_ACTIVATION_H
+#define MLPP_ACTIVATION_H
+
 //
 //  Activation.hpp
 //
 //  Created by Marc Melikyan on 1/16/21.
 //
 
-#ifndef MLPP_ACTIVATION_H
-#define MLPP_ACTIVATION_H
-
 #include <vector>
 
 namespace MLPP{

mlpp/ann/ann.h

@@ -1,12 +1,12 @@
+#ifndef MLPP_ANN_H
+#define MLPP_ANN_H
+
 //
 //  ANN.hpp
 //
 //  Created by Marc Melikyan on 11/4/20.
 //
 
-#ifndef MLPP_ANN_H
-#define MLPP_ANN_H
-
 #include "hidden_layer/hidden_layer.h"
 #include "output_layer/output_layer.h"
 

mlpp/auto_encoder/auto_encoder.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_AUTO_ENCODER_H
+#define MLPP_AUTO_ENCODER_H
+
 //
 //  AutoEncoder.hpp
 //
 //  Created by Marc Melikyan on 11/4/20.
 //
 
-#ifndef MLPP_AUTO_ENCODER_H
-#define MLPP_AUTO_ENCODER_H
-
 #include <vector>
 #include <tuple>
 #include <string>

mlpp/bernoulli_nb/bernoulli_nb.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_BERNOULLI_NB_H
+#define MLPP_BERNOULLI_NB_H
+
 //
 //  BernoulliNB.hpp
 //
 //  Created by Marc Melikyan on 1/17/21.
 //
 
-#ifndef MLPP_BERNOULLI_NB_H
-#define MLPP_BERNOULLI_NB_H
-
 #include <vector>
 #include <map>
 

mlpp/c_log_log_reg/c_log_log_reg.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_C_LOG_LOG_REG_H
+#define MLPP_C_LOG_LOG_REG_H
+
 //
 //  CLogLogReg.hpp
 //
 //  Created by Marc Melikyan on 10/2/20.
 //
 
-#ifndef MLPP_C_LOG_LOG_REG_H
-#define MLPP_C_LOG_LOG_REG_H
-
 
 #include <vector>
 #include <string>

mlpp/cost/cost.h

@@ -1,11 +1,13 @@
+
+#ifndef MLPP_COST_H
+#define MLPP_COST_H
+
 //
 //  Cost.hpp
 //
 //  Created by Marc Melikyan on 1/16/21.
 //
 
-#ifndef MLPP_COST_H
-#define MLPP_COST_H
 
 #include <vector>
 

mlpp/data/data.h

@@ -1,3 +1,7 @@
+
+#ifndef MLPP_DATA_H
+#define MLPP_DATA_H
+
 //
 //  Data.hpp
 //  MLP
@@ -5,8 +9,6 @@
 //  Created by Marc Melikyan on 11/4/20.
 //
 
-#ifndef MLPP_DATA_H
-#define MLPP_DATA_H
 
 #include <vector>
 #include <tuple>

mlpp/dual_svc/dual_svc.h

@@ -1,3 +1,7 @@
+
+#ifndef MLPP_DUAL_SVC_H
+#define MLPP_DUAL_SVC_H
+
 //
 //  DualSVC.hpp
 //
@@ -7,9 +11,6 @@
 // http://ciml.info/dl/v0_99/ciml-v0_99-ch11.pdf
 // Were excellent for the practical intution behind the dual formulation. 
 
-#ifndef MLPP_DUAL_SVC_H
-#define MLPP_DUAL_SVC_H
-
 
 #include <vector>
 #include <string>

mlpp/exp_reg/exp_reg.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_EXP_REG_H
+#define MLPP_EXP_REG_H
+
 //
 //  ExpReg.hpp
 //
 //  Created by Marc Melikyan on 10/2/20.
 //
 
-#ifndef MLPP_EXP_REG_H
-#define MLPP_EXP_REG_H
-
 #include <vector>
 #include <string>
 

mlpp/gan/gan.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_GAN_hpp
+#define MLPP_GAN_hpp
+
 //
 //  GAN.hpp
 //
 //  Created by Marc Melikyan on 11/4/20.
 //
 
-#ifndef MLPP_GAN_hpp
-#define MLPP_GAN_hpp
-
 #include "../hidden_layer/hidden_layer.h"
 #include "../output_layer/output_layer.h"
 

mlpp/gauss_markov_checker/gauss_markov_checker.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_GAUSS_MARKOV_CHECKER_H
+#define MLPP_GAUSS_MARKOV_CHECKER_H
+
 //
 //  GaussMarkovChecker.hpp
 //
 //  Created by Marc Melikyan on 11/13/20.
 //
 
-#ifndef MLPP_GAUSS_MARKOV_CHECKER_H
-#define MLPP_GAUSS_MARKOV_CHECKER_H
-
 #include <string>
 #include <vector>
 

mlpp/gaussian_nb/gaussian_nb.h

@@ -1,11 +1,13 @@
+
+#ifndef MLPP_GAUSSIAN_NB_H
+#define MLPP_GAUSSIAN_NB_H
+
 //
 //  GaussianNB.hpp
 //
 //  Created by Marc Melikyan on 1/17/21.
 //
 
-#ifndef MLPP_GAUSSIAN_NB_H
-#define MLPP_GAUSSIAN_NB_H
 
 #include <vector>
 

mlpp/hidden_layer/hidden_layer.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_HIDDEN_LAYER_H
+#define MLPP_HIDDEN_LAYER_H
+
 //
 //  HiddenLayer.hpp
 //
 //  Created by Marc Melikyan on 11/4/20.
 //
 
-#ifndef MLPP_HIDDEN_LAYER_H
-#define MLPP_HIDDEN_LAYER_H
-
 #include "../activation/activation.h"
 
 #include <vector>

mlpp/hypothesis_testing/hypothesis_testing.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_HYPOTHESIS_TESTING_H
+#define MLPP_HYPOTHESIS_TESTING_H
+
 //
 //  HypothesisTesting.hpp
 //
 //  Created by Marc Melikyan on 3/10/21.
 //
 
-#ifndef MLPP_HYPOTHESIS_TESTING_H
-#define MLPP_HYPOTHESIS_TESTING_H
-
 #include <vector>
 #include <tuple>
 

mlpp/kmeans/kmeans.h

@@ -1,11 +1,13 @@
+
+#ifndef MLPP_K_MEANS_H
+#define MLPP_K_MEANS_H
+
 //
 //  KMeans.hpp
 //
 //  Created by Marc Melikyan on 10/2/20.
 //
 
-#ifndef MLPP_K_MEANS_H
-#define MLPP_K_MEANS_H
 
 #include <vector>
 #include <string>

mlpp/knn/knn.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_KNN_H
+#define MLPP_KNN_H
+
 //
 //  kNN.hpp
 //
 //  Created by Marc Melikyan on 10/2/20.
 //
 
-#ifndef MLPP_KNN_H
-#define MLPP_KNN_H
-
 #include <vector>
 
 namespace MLPP{

mlpp/lin_alg/lin_alg.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_LIN_ALG_H
+#define MLPP_LIN_ALG_H
+
 //
 //  LinAlg.hpp
 //
 //  Created by Marc Melikyan on 1/8/21.
 //
 
-#ifndef MLPP_LIN_ALG_H
-#define MLPP_LIN_ALG_H
-
 #include <vector>
 #include <tuple>
 

mlpp/lin_reg/lin_reg.h

@@ -1,11 +1,13 @@
+
+#ifndef MLPP_LIN_REG_H
+#define MLPP_LIN_REG_H
+
 //
 //  LinReg.hpp
 //
 //  Created by Marc Melikyan on 10/2/20.
 //
 
-#ifndef MLPP_LIN_REG_H
-#define MLPP_LIN_REG_H
 
 #include <vector>
 #include <string>

mlpp/log_reg/log_reg.h

@@ -1,13 +1,13 @@
+
+#ifndef MLPP_LOG_REG_H
+#define MLPP_LOG_REG_H
+
 //
 //  LogReg.hpp
 //
 //  Created by Marc Melikyan on 10/2/20.
 //
 
-#ifndef MLPP_LOG_REG_H
-#define MLPP_LOG_REG_H
-
-
 #include <vector>
 #include <string>
 

mlpp/mann/mann.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_MANN_H
+#define MLPP_MANN_H
+
 //
 //  MANN.hpp
 //
 //  Created by Marc Melikyan on 11/4/20.
 //
 
-#ifndef MLPP_MANN_H
-#define MLPP_MANN_H
-
 #include "../hidden_layer/hidden_layer.h"
 #include "../multi_output_layer/multi_output_layer.h"
 

mlpp/mlp/mlp.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_MLP_H
+#define MLPP_MLP_H
+
 //
 //  MLP.hpp
 //
 //  Created by Marc Melikyan on 11/4/20.
 //
 
-#ifndef MLPP_MLP_H
-#define MLPP_MLP_H
-
 #include <vector>
 #include <map>
 #include <string>

mlpp/multi_output_layer/multi_output_layer.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_MULTI_OUTPUT_LAYER_H
+#define MLPP_MULTI_OUTPUT_LAYER_H
+
 //
 //  MultiOutputLayer.hpp
 //
 //  Created by Marc Melikyan on 11/4/20.
 //
 
-#ifndef MLPP_MULTI_OUTPUT_LAYER_H
-#define MLPP_MULTI_OUTPUT_LAYER_H
-
 #include "../activation/activation.h"
 #include "../cost/cost.h"
 

mlpp/multinomial_nb/multinomial_nb.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_MULTINOMIAL_NB_H
+#define MLPP_MULTINOMIAL_NB_H
+
 //
 //  MultinomialNB.hpp
 //
 //  Created by Marc Melikyan on 1/17/21.
 //
 
-#ifndef MLPP_MULTINOMIAL_NB_H
-#define MLPP_MULTINOMIAL_NB_H
-
 #include <vector>
 #include <map>
 

mlpp/numerical_analysis/numerical_analysis.h

@@ -1,11 +1,12 @@
+
+#ifndef MLPP_NUMERICAL_ANALYSIS_H
+#define MLPP_NUMERICAL_ANALYSIS_H
+
 //
 //  NumericalAnalysis.hpp
 //
 //
 
-#ifndef MLPP_NUMERICAL_ANALYSIS_H
-#define MLPP_NUMERICAL_ANALYSIS_H
-
 #include <vector>
 #include <string>
 

mlpp/outlier_finder/outlier_finder.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_OUTLIER_FINDER_H
+#define MLPP_OUTLIER_FINDER_H
+
 //
 //  OutlierFinder.hpp
 //
 //  Created by Marc Melikyan on 11/13/20.
 //
 
-#ifndef MLPP_OUTLIER_FINDER_H
-#define MLPP_OUTLIER_FINDER_H
-
 #include <vector>
 
 namespace MLPP{

mlpp/output_layer/output_layer.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_OUTPUT_LAYER_H
+#define MLPP_OUTPUT_LAYER_H
+
 //
 //  OutputLayer.hpp
 //
 //  Created by Marc Melikyan on 11/4/20.
 //
 
-#ifndef MLPP_OUTPUT_LAYER_H
-#define MLPP_OUTPUT_LAYER_H
-
 #include "../activation/activation.h"
 #include "../cost/cost.h"
 

mlpp/pca/pca.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_PCA_H
+#define MLPP_PCA_H
+
 //
 //  PCA.hpp
 //
 //  Created by Marc Melikyan on 10/2/20.
 //
 
-#ifndef MLPP_PCA_H
-#define MLPP_PCA_H
-
 #include <vector>
 
 namespace MLPP{

mlpp/probit_reg/probit_reg.h

@@ -1,13 +1,13 @@
+
+#ifndef MLPP_PROBIT_REG_H
+#define MLPP_PROBIT_REG_H
+
 //
 //  ProbitReg.hpp
 //
 //  Created by Marc Melikyan on 10/2/20.
 //
 
-#ifndef MLPP_PROBIT_REG_H
-#define MLPP_PROBIT_REG_H
-
-
 #include <vector>
 #include <string>
 

mlpp/regularization/reg.h

@@ -1,12 +1,14 @@
+
+
+#ifndef MLPP_REG_H
+#define MLPP_REG_H
+
 //
 //  Reg.hpp
 //
 //  Created by Marc Melikyan on 1/16/21.
 //
 
-#ifndef MLPP_REG_H
-#define MLPP_REG_H
-
 #include <vector>
 
 namespace MLPP{

mlpp/softmax_net/softmax_net.h

@@ -1,13 +1,13 @@
+
+#ifndef MLPP_SOFTMAX_NET_H
+#define MLPP_SOFTMAX_NET_H
+
 //
 //  SoftmaxNet.hpp
 //
 //  Created by Marc Melikyan on 10/2/20.
 //
 
-#ifndef MLPP_SOFTMAX_NET_H
-#define MLPP_SOFTMAX_NET_H
-
-
 #include <vector>
 #include <string>
 

mlpp/softmax_reg/softmax_reg.h

@@ -1,13 +1,13 @@
+
+#ifndef MLPP_SOFTMAX_REG_H
+#define MLPP_SOFTMAX_REG_H
+
 //
 //  SoftmaxReg.hpp
 //
 //  Created by Marc Melikyan on 10/2/20.
 //
 
-#ifndef MLPP_SOFTMAX_REG_H
-#define MLPP_SOFTMAX_REG_H
-
-
 #include <vector>
 #include <string>
 

mlpp/stat/stat.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_STAT_H
+#define MLPP_STAT_H
+
 //
 //  Stat.hpp
 //
 //  Created by Marc Melikyan on 9/29/20.
 //
 
-#ifndef MLPP_STAT_H
-#define MLPP_STAT_H
-
 #include <vector>
 
 namespace MLPP{

mlpp/svc/svc.h

@@ -1,3 +1,7 @@
+
+#ifndef MLPP_SVC_H
+#define MLPP_SVC_H
+
 //
 //  SVC.hpp
 //
@@ -7,9 +11,6 @@
 
 // https://towardsdatascience.com/svm-implementation-from-scratch-python-2db2fc52e5c2
 // Illustratd a practical definition of the Hinge Loss function and its gradient when optimizing with SGD.
-#ifndef MLPP_SVC_H
-#define MLPP_SVC_H
-
 
 #include <vector>
 #include <string>

mlpp/tanh_reg/tanh_reg.h

@@ -1,13 +1,13 @@
+
+#ifndef MLPP_TANH_REG_H
+#define MLPP_TANH_REG_H
+
 //
 //  TanhReg.hpp
 //
 //  Created by Marc Melikyan on 10/2/20.
 //
 
-#ifndef MLPP_TANH_REG_H
-#define MLPP_TANH_REG_H
-
-
 #include <vector>
 #include <string>
 

mlpp/transforms/transforms.h

@@ -1,11 +1,12 @@
+
+#ifndef MLPP_TRANSFORMS_H
+#define MLPP_TRANSFORMS_H
+
 //
 //  Transforms.hpp
 //
 //
 
-#ifndef MLPP_TRANSFORMS_H
-#define MLPP_TRANSFORMS_H
-
 #include <vector>
 #include <string>
 

mlpp/uni_lin_reg/uni_lin_reg.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_UNI_LIN_REG_H
+#define MLPP_UNI_LIN_REG_H
+
 //
 //  UniLinReg.hpp
 //
 //  Created by Marc Melikyan on 9/29/20.
 //
 
-#ifndef MLPP_UNI_LIN_REG_H
-#define MLPP_UNI_LIN_REG_H
-
 #include <vector>
 
 namespace MLPP{

mlpp/utilities/utilities.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_UTILITIES_H
+#define MLPP_UTILITIES_H
+
 //
 //  Utilities.hpp
 //
 //  Created by Marc Melikyan on 1/16/21.
 //
 
-#ifndef MLPP_UTILITIES_H
-#define MLPP_UTILITIES_H
-
 #include <vector>
 #include <tuple>
 #include <string>

mlpp/wgan/wgan.h

@@ -1,12 +1,13 @@
+
+#ifndef MLPP_WGAN_H
+#define MLPP_WGAN_H
+
 //
 //  WGAN.hpp
 //
 //  Created by Marc Melikyan on 11/4/20.
 //
 
-#ifndef MLPP_WGAN_H
-#define MLPP_WGAN_H
-
 #include "../hidden_layer/hidden_layer.h"
 #include "../output_layer/output_layer.h"