From 9d0e37ab34f2b213048da1e84c2969ecb38cb1ec Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:25:14 -0700 Subject: [PATCH 01/16] Update README.md --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 4386463..82fe47a 100644 --- a/README.md +++ b/README.md @@ -3,6 +3,6 @@ Machine learning is a vast and exiciting discipline, garnering attention from specialists of many fields. Unfortunately, for C++ programmers and enthusiasts, there appears to be a lack of support for this magnificient language in the field of machine learning. As a consequence, this library was created in order to fill that void and give C++ a true foothold in the ML sphere to act as a crossroad between low level developers and machine learning engineers.

- -

\ No newline at end of file +

From 521d0d0b96b00684cf59a66c9531bb43e3cf1434 Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:26:29 -0700 Subject: [PATCH 02/16] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 82fe47a..b48c475 100644 --- a/README.md +++ b/README.md @@ -3,6 +3,6 @@ Machine learning is a vast and exiciting discipline, garnering attention from specialists of many fields. Unfortunately, for C++ programmers and enthusiasts, there appears to be a lack of support for this magnificient language in the field of machine learning. As a consequence, this library was created in order to fill that void and give C++ a true foothold in the ML sphere to act as a crossroad between low level developers and machine learning engineers.

-

From 51ea4a875d0d3d26d8ba3194a164fddd9dc8075e Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:31:00 -0700 Subject: [PATCH 03/16] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index b48c475..593723b 100644 --- a/README.md +++ b/README.md @@ -3,6 +3,6 @@ Machine learning is a vast and exiciting discipline, garnering attention from specialists of many fields. Unfortunately, for C++ programmers and enthusiasts, there appears to be a lack of support for this magnificient language in the field of machine learning. As a consequence, this library was created in order to fill that void and give C++ a true foothold in the ML sphere to act as a crossroad between low level developers and machine learning engineers.

-

From ff24085801b8bd119c56baa84be8fcaa527640ab Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:32:28 -0700 Subject: [PATCH 04/16] Made README GIF larger. --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 593723b..684a598 100644 --- a/README.md +++ b/README.md @@ -4,5 +4,5 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp

+ width = 800 height = 600>

From 45183b33307c89191e702873498acadf8f798493 Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:33:55 -0700 Subject: [PATCH 05/16] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 684a598..99bba30 100644 --- a/README.md +++ b/README.md @@ -4,5 +4,5 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp

+ width = 800 height = 700>

From d2233d0068022c8b9242271c33a4fb8e36d87e06 Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:34:08 -0700 Subject: [PATCH 06/16] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 99bba30..12bb394 100644 --- a/README.md +++ b/README.md @@ -4,5 +4,5 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp

+ width = 800 height = 500>

From ef611d249026df5bf4bd82999d40809009564dcd Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:34:25 -0700 Subject: [PATCH 07/16] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 12bb394..593723b 100644 --- a/README.md +++ b/README.md @@ -4,5 +4,5 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp

+ width = 600 height = 400>

From ff1a2a597fe70934bda6cf4b420a4cb80a512907 Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:34:42 -0700 Subject: [PATCH 08/16] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 593723b..7c43b8e 100644 --- a/README.md +++ b/README.md @@ -4,5 +4,5 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp

+ width = 700 height = 500>

From 8463ae20b949e36690bc4f64c10f9b40624c1597 Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:35:01 -0700 Subject: [PATCH 09/16] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 7c43b8e..12bb394 100644 --- a/README.md +++ b/README.md @@ -4,5 +4,5 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp

+ width = 800 height = 500>

From 26fbbf7c04eeb7cc7a2fb843f0180f83d1f65940 Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:35:20 -0700 Subject: [PATCH 10/16] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 12bb394..3e4f13e 100644 --- a/README.md +++ b/README.md @@ -4,5 +4,5 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp

+ width = 750 height = 500>

From 2ceae0143a66a50b7509b3def273c70c8720ea46 Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:43:40 -0700 Subject: [PATCH 11/16] Update README.md --- README.md | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 3e4f13e..a411d7a 100644 --- a/README.md +++ b/README.md @@ -4,5 +4,14 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp

+ width = 600 height = 400>

+ +## Contents of the Library +***Regression*** + 1. Linear Regression + 2. Logistic Regression + 3. Softmax Regression + 4. Exponential Regression + 5. Probit Regression + 6. CLogLog Regression From 03d3a84ac373e40ff815d8394fed20b525d814c1 Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:45:39 -0700 Subject: [PATCH 12/16] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index a411d7a..d7bacc9 100644 --- a/README.md +++ b/README.md @@ -8,7 +8,7 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp

## Contents of the Library -***Regression*** +1. ***Regression*** 1. Linear Regression 2. Logistic Regression 3. Softmax Regression From f77052b3631b8bb40d6d6e7982b756460badf0c3 Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:49:07 -0700 Subject: [PATCH 13/16] Update README.md --- README.md | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/README.md b/README.md index d7bacc9..df18a26 100644 --- a/README.md +++ b/README.md @@ -15,3 +15,12 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp 4. Exponential Regression 5. Probit Regression 6. CLogLog Regression +2. ***Deep, Dynamically Size Neural Networks*** + 1. Possible Loss Functions + - MSE + - RMSE + - MAE + - MBE + - Log Loss + - Cross Entropy + - Hinge Loss From 194396181d82fb7b006c51668000b434d37c7668 Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:53:57 -0700 Subject: [PATCH 14/16] Update README.md --- README.md | 33 ++++++++++++++++++++++++++++++++- 1 file changed, 32 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index df18a26..36f6871 100644 --- a/README.md +++ b/README.md @@ -16,7 +16,28 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp 5. Probit Regression 6. CLogLog Regression 2. ***Deep, Dynamically Size Neural Networks*** - 1. Possible Loss Functions + 1. Possible Activation Functions + - Linear + - Sigmoid + - Swish + - Softplus + - CLogLog + - Gaussian CDF + - GELU + - Unit Step + - Sinh + - Cosh + - Tanh + - Csch + - Sech + - Coth + - Arsinh + - Arcosh + - Artanh + - Arcsch + - Arsech + - Arcoth + 2. Possible Loss Functions - MSE - RMSE - MAE @@ -24,3 +45,13 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp - Log Loss - Cross Entropy - Hinge Loss + 3. Possible Regularization Methods + - Lasso + - Ridge + - ElasticNet + 4. Possible Weight Initialization Methods + - Uniform + - Xavier Normal + - Xavier Uniform + - He Normal + - He Uniform From ef8bce87c85bd66411f74836d1977aba2c181fa9 Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 19:54:43 -0700 Subject: [PATCH 15/16] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 36f6871..233c129 100644 --- a/README.md +++ b/README.md @@ -15,7 +15,7 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp 4. Exponential Regression 5. Probit Regression 6. CLogLog Regression -2. ***Deep, Dynamically Size Neural Networks*** +2. ***Deep, Dynamically Sized Neural Networks*** 1. Possible Activation Functions - Linear - Sigmoid From 44f03dfd45653fd95397eb30b425460bbb3983ed Mon Sep 17 00:00:00 2001 From: marc <78002988+novak-99@users.noreply.github.com> Date: Thu, 27 May 2021 20:04:26 -0700 Subject: [PATCH 16/16] Update README.md --- README.md | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) diff --git a/README.md b/README.md index 233c129..79c2a26 100644 --- a/README.md +++ b/README.md @@ -55,3 +55,23 @@ Machine learning is a vast and exiciting discipline, garnering attention from sp - Xavier Uniform - He Normal - He Uniform +3. ***Prebuilt Neural Networks*** + 1. Multilayer Peceptron + 2. Autoencoder + 3. Softmax Network +4. ***Natural Language Processing*** + 1. Word2Vec (Continous Bag of Words, Skip-N Gram) + 2. Stemming + 3. Bag of Words + 4. TFIDF + 5. Tokenization + 6. Auxiliary Text Processing Functions +5. ***Computer Vision*** + 1. The Convolution Operation + 2. Max, Min, Average Pooling + 3. Global Max, Min, Average Pooling + 4. Prebuilt Feature Detectors + - Horizontal/Vertical Prewitt Filter + - Horizontal/Vertical Sobel Filter + - Horizontal/Vertical Scharr Filter + - Horizontal/Vertical Roberts Filter