From 5886b8d67d61ed9f73ab06852cf10f917412973d Mon Sep 17 00:00:00 2001
From: ksrikar1234 <49874498+ksrikar1234@users.noreply.github.com>
Date: Sun, 28 Jun 2020 05:30:37 +0000
Subject: [PATCH 1/9] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 005e7ae..d1eca29 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@ This is a C++ implement of simple neural network. It's based on video [Neural Ne
 1 Gernerate training data to slove XOR problem
 ```
     g++ ./makeTrainingSamples.cpp -o makeTrainingSamples
-    ./makeTrainingSamples > out.txt
+    ./makeTrainingSamples > trainingData.
 ```
 2 Test neural netwrok
 ```

From 20c441933d1282270c90d6af2f2dd2306999c87f Mon Sep 17 00:00:00 2001
From: ksrikar1234 <49874498+ksrikar1234@users.noreply.github.com>
Date: Sun, 28 Jun 2020 05:48:19 +0000
Subject: [PATCH 2/9] Update README.md

---
 README.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index d1eca29..ab45a40 100644
--- a/README.md
+++ b/README.md
@@ -6,10 +6,12 @@ This is a C++ implement of simple neural network. It's based on video [Neural Ne
     g++ ./makeTrainingSamples.cpp -o makeTrainingSamples
     ./makeTrainingSamples > trainingData.
 ```
-2 Test neural netwrok
+2 Test neural network
 ```
     g++ ./neural-net.cpp -o neural-net
     ./neural-net
 ```
 And you will get the result!
+ In the trainingdata.txt, the default topology is 2 4 1. Changing to a different topology gives different results. 
+For example changing to 2 4 2 1 gives almost 30 percent more accurate model for 4000 samples of data sets compared to previous one.
 

From 22c51c870b6cfdbd6d8ba7562cb3aecc3c3c104b Mon Sep 17 00:00:00 2001
From: ksrikar1234 <49874498+ksrikar1234@users.noreply.github.com>
Date: Sun, 28 Jun 2020 05:48:53 +0000
Subject: [PATCH 3/9] Update README.md

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index ab45a40..15373e9 100644
--- a/README.md
+++ b/README.md
@@ -12,6 +12,7 @@ This is a C++ implement of simple neural network. It's based on video [Neural Ne
     ./neural-net
 ```
 And you will get the result!
+
  In the trainingdata.txt, the default topology is 2 4 1. Changing to a different topology gives different results. 
 For example changing to 2 4 2 1 gives almost 30 percent more accurate model for 4000 samples of data sets compared to previous one.
 

From bc638a5cc6e701a6fb85a858ac63dc49243bca37 Mon Sep 17 00:00:00 2001
From: ksrikar1234 <49874498+ksrikar1234@users.noreply.github.com>
Date: Sun, 28 Jun 2020 05:50:24 +0000
Subject: [PATCH 4/9] Update README.md

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 15373e9..1fe5008 100644
--- a/README.md
+++ b/README.md
@@ -12,7 +12,7 @@ This is a C++ implement of simple neural network. It's based on video [Neural Ne
     ./neural-net
 ```
 And you will get the result!
-
+...
  In the trainingdata.txt, the default topology is 2 4 1. Changing to a different topology gives different results. 
 For example changing to 2 4 2 1 gives almost 30 percent more accurate model for 4000 samples of data sets compared to previous one.
-
+...

From fd80ba414a5a2fa8042b1eb3da3b0b888ed7ed15 Mon Sep 17 00:00:00 2001
From: ksrikar1234 <49874498+ksrikar1234@users.noreply.github.com>
Date: Sun, 28 Jun 2020 05:55:06 +0000
Subject: [PATCH 5/9] Update README.md

---
 README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 1fe5008..52f537d 100644
--- a/README.md
+++ b/README.md
@@ -12,7 +12,7 @@ This is a C++ implement of simple neural network. It's based on video [Neural Ne
     ./neural-net
 ```
 And you will get the result!
-...
- In the trainingdata.txt, the default topology is 2 4 1. Changing to a different topology gives different results. 
+# Changing the topology and amount of samples generated
+```In the trainingdata.txt, the default topology is 2 4 1. Changing to a different topology gives different results. 
 For example changing to 2 4 2 1 gives almost 30 percent more accurate model for 4000 samples of data sets compared to previous one.
-...
+```

From 238285afe2fc9587f580664fe636a8e7ee1cf810 Mon Sep 17 00:00:00 2001
From: ksrikar1234 <49874498+ksrikar1234@users.noreply.github.com>
Date: Sun, 28 Jun 2020 05:56:13 +0000
Subject: [PATCH 6/9] Update README.md

---
 README.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/README.md b/README.md
index 52f537d..9149c47 100644
--- a/README.md
+++ b/README.md
@@ -14,5 +14,7 @@ This is a C++ implement of simple neural network. It's based on video [Neural Ne
 And you will get the result!
 # Changing the topology and amount of samples generated
 ```In the trainingdata.txt, the default topology is 2 4 1. Changing to a different topology gives different results. 
+```
+```
 For example changing to 2 4 2 1 gives almost 30 percent more accurate model for 4000 samples of data sets compared to previous one.
 ```

From 5958951d7281b22933667f35100cafe619f838c9 Mon Sep 17 00:00:00 2001
From: ksrikar1234 <49874498+ksrikar1234@users.noreply.github.com>
Date: Sun, 28 Jun 2020 05:59:17 +0000
Subject: [PATCH 7/9] Update README.md

---
 README.md | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 9149c47..2a972d4 100644
--- a/README.md
+++ b/README.md
@@ -12,9 +12,11 @@ This is a C++ implement of simple neural network. It's based on video [Neural Ne
     ./neural-net
 ```
 And you will get the result!
-# Changing the topology and amount of samples generated
-```In the trainingdata.txt, the default topology is 2 4 1. Changing to a different topology gives different results. 
+# Tuning your model
+3 Using different topology 
 ```
-```
-For example changing to 2 4 2 1 gives almost 30 percent more accurate model for 4000 samples of data sets compared to previous one.
+     In the trainingdata.txt, the default topology is 2 4 1.
+     Changing to a different topology gives different results. 
+     For example changing to 2 4 2 1 gives almost 30 percent more
+     accurate model  for 4000 samples of data sets compared to previous one.
 ```

From 5ff576e02849d260c2e4274c75a2e7106e6ee9c4 Mon Sep 17 00:00:00 2001
From: ksrikar1234 <49874498+ksrikar1234@users.noreply.github.com>
Date: Sun, 28 Jun 2020 05:59:52 +0000
Subject: [PATCH 8/9] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 2a972d4..2623905 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # SimpleNeuralNetwork
 This is a C++ implement of simple neural network. It's based on video [Neural Net in C++ Tutorial](https://vimeo.com/19569529) by David Miller.
 # Test in Ubuntu
-1 Gernerate training data to slove XOR problem
+1 Generate training data to slove XOR problem
 ```
     g++ ./makeTrainingSamples.cpp -o makeTrainingSamples
     ./makeTrainingSamples > trainingData.

From c243b6636bdb5a02239a78317093cb841b852b69 Mon Sep 17 00:00:00 2001
From: ksrikar1234 <49874498+ksrikar1234@users.noreply.github.com>
Date: Sun, 28 Jun 2020 06:06:05 +0000
Subject: [PATCH 9/9] Update README.md

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 2623905..e759218 100644
--- a/README.md
+++ b/README.md
@@ -12,11 +12,11 @@ This is a C++ implement of simple neural network. It's based on video [Neural Ne
     ./neural-net
 ```
 And you will get the result!
-# Tuning your model
+# Tuning your neural network 
 3 Using different topology 
 ```
      In the trainingdata.txt, the default topology is 2 4 1.
-     Changing to a different topology gives different results. 
+     Changing to a different topology gives different results for same datasets.
      For example changing to 2 4 2 1 gives almost 30 percent more
      accurate model  for 4000 samples of data sets compared to previous one.
 ```