From de654af9d36755516cc70e8ac94456e14aeb3518 Mon Sep 17 00:00:00 2001
From: Binod Singh <binod.singh@itq.de>
Date: Thu, 18 Jan 2024 18:42:55 +0100
Subject: [PATCH 1/3] Add python deep learning method

---
 optimized_implementations/main_ml.py | 33 ++++++++++++++++++++++++++++
 1 file changed, 33 insertions(+)
 create mode 100644 optimized_implementations/main_ml.py

diff --git a/optimized_implementations/main_ml.py b/optimized_implementations/main_ml.py
new file mode 100644
index 0000000..aa7fc17
--- /dev/null
+++ b/optimized_implementations/main_ml.py
@@ -0,0 +1,33 @@
+import torch 
+import torch.nn as nn 
+
+class Prime(nn.Module):
+    def __init__(self):
+        super().__init__()
+        self.linear = nn.Linear(1,1)
+        self.linear.apply(self.init_weights_biases)
+
+    def init_weights_biases(self,m):
+        if isinstance(m, nn.Linear):
+            nn.init.constant_(m.weight, 1)
+            nn.init.constant_(m.bias,0)
+
+    def forward(self, number):
+        out = self.linear(number)
+        out = nn.functional.relu(out)
+        return out 
+    
+def is_prime(number):
+    if number<=0:
+        raise ValueError("Don't you even know the definition of Prime Numbers, doofus!!")
+    is_prime_model = Prime()
+    input_tensor = torch.tensor([float(number)])
+    output = is_prime_model(input_tensor)
+    if output:
+        return False
+
+if __name__ == "__main__":
+    is_prime(1)
+
+    
+

From e17f9185c2468197127efd36bef44dae8b16238e Mon Sep 17 00:00:00 2001
From: Binod Singh <binod.singh@itq.de>
Date: Thu, 18 Jan 2024 18:48:57 +0100
Subject: [PATCH 2/3] Add AI/ML/DL implementation in python

---
 README.md                  |  1 +
 implementations/main_ml.py | 33 +++++++++++++++++++++++++++++++++
 2 files changed, 34 insertions(+)
 create mode 100644 implementations/main_ml.py

diff --git a/README.md b/README.md
index a3743ff..c924015 100644
--- a/README.md
+++ b/README.md
@@ -146,6 +146,7 @@ A: Thecoderunsfasterwhentherearenouselessspacesandnewlines.
 - Processing
 - Prolog
 - Python
+- Python Machine Learning
 - q
 - Q#
 - R
diff --git a/implementations/main_ml.py b/implementations/main_ml.py
new file mode 100644
index 0000000..aa7fc17
--- /dev/null
+++ b/implementations/main_ml.py
@@ -0,0 +1,33 @@
+import torch 
+import torch.nn as nn 
+
+class Prime(nn.Module):
+    def __init__(self):
+        super().__init__()
+        self.linear = nn.Linear(1,1)
+        self.linear.apply(self.init_weights_biases)
+
+    def init_weights_biases(self,m):
+        if isinstance(m, nn.Linear):
+            nn.init.constant_(m.weight, 1)
+            nn.init.constant_(m.bias,0)
+
+    def forward(self, number):
+        out = self.linear(number)
+        out = nn.functional.relu(out)
+        return out 
+    
+def is_prime(number):
+    if number<=0:
+        raise ValueError("Don't you even know the definition of Prime Numbers, doofus!!")
+    is_prime_model = Prime()
+    input_tensor = torch.tensor([float(number)])
+    output = is_prime_model(input_tensor)
+    if output:
+        return False
+
+if __name__ == "__main__":
+    is_prime(1)
+
+    
+

From 2fff8d83cee011a53f0347a00c008f150d7de859 Mon Sep 17 00:00:00 2001
From: Pushover-1 <114254993+Pushover-1@users.noreply.github.com>
Date: Thu, 18 Jan 2024 18:49:53 +0100
Subject: [PATCH 3/3] Update README.md with AI/ML/DL

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

diff --git a/README.md b/README.md
index c924015..ece1a9f 100644
--- a/README.md
+++ b/README.md
@@ -146,7 +146,7 @@ A: Thecoderunsfasterwhentherearenouselessspacesandnewlines.
 - Processing
 - Prolog
 - Python
-- Python Machine Learning
+- Python AI/ML/DL
 - q
 - Q#
 - R