diff --git a/Project/mlops/mlruns/377601592381563769/0f09b45dcd764f7780eff72819b39508/artifacts/Female_Model/requirements.txt b/Project/mlops/mlruns/377601592381563769/0f09b45dcd764f7780eff72819b39508/artifacts/Female_Model/requirements.txt
index 1c005ed..567dde3 100644
--- a/Project/mlops/mlruns/377601592381563769/0f09b45dcd764f7780eff72819b39508/artifacts/Female_Model/requirements.txt
+++ b/Project/mlops/mlruns/377601592381563769/0f09b45dcd764f7780eff72819b39508/artifacts/Female_Model/requirements.txt
@@ -1,4 +1,4 @@
-mlflow==2.21.0
+mlflow==3.1.0
 cloudpickle==3.1.1
 lz4==4.3.3
 numpy==1.26.4
diff --git a/Project/mlops/mlruns/377601592381563769/3c5c75c38ad142098bc902c6af674a01/artifacts/Combined_Model/requirements.txt b/Project/mlops/mlruns/377601592381563769/3c5c75c38ad142098bc902c6af674a01/artifacts/Combined_Model/requirements.txt
index 1c005ed..567dde3 100644
--- a/Project/mlops/mlruns/377601592381563769/3c5c75c38ad142098bc902c6af674a01/artifacts/Combined_Model/requirements.txt
+++ b/Project/mlops/mlruns/377601592381563769/3c5c75c38ad142098bc902c6af674a01/artifacts/Combined_Model/requirements.txt
@@ -1,4 +1,4 @@
-mlflow==2.21.0
+mlflow==3.1.0
 cloudpickle==3.1.1
 lz4==4.3.3
 numpy==1.26.4
diff --git a/Project/mlops/mlruns/377601592381563769/3cbb220738a94697bc1d08cf782ad7c5/artifacts/Combined_Model/requirements.txt b/Project/mlops/mlruns/377601592381563769/3cbb220738a94697bc1d08cf782ad7c5/artifacts/Combined_Model/requirements.txt
index 1c005ed..567dde3 100644
--- a/Project/mlops/mlruns/377601592381563769/3cbb220738a94697bc1d08cf782ad7c5/artifacts/Combined_Model/requirements.txt
+++ b/Project/mlops/mlruns/377601592381563769/3cbb220738a94697bc1d08cf782ad7c5/artifacts/Combined_Model/requirements.txt
@@ -1,4 +1,4 @@
-mlflow==2.21.0
+mlflow==3.1.0
 cloudpickle==3.1.1
 lz4==4.3.3
 numpy==1.26.4
diff --git a/Project/mlops/mlruns/377601592381563769/45681032341f4e5692822c55f8146b52/artifacts/Combined_Model/requirements.txt b/Project/mlops/mlruns/377601592381563769/45681032341f4e5692822c55f8146b52/artifacts/Combined_Model/requirements.txt
index 1c005ed..567dde3 100644
--- a/Project/mlops/mlruns/377601592381563769/45681032341f4e5692822c55f8146b52/artifacts/Combined_Model/requirements.txt
+++ b/Project/mlops/mlruns/377601592381563769/45681032341f4e5692822c55f8146b52/artifacts/Combined_Model/requirements.txt
@@ -1,4 +1,4 @@
-mlflow==2.21.0
+mlflow==3.1.0
 cloudpickle==3.1.1
 lz4==4.3.3
 numpy==1.26.4
diff --git a/Project/mlops/mlruns/377601592381563769/8a7ac7a7f14844f093e986320bde5e64/artifacts/Combined_Model/requirements.txt b/Project/mlops/mlruns/377601592381563769/8a7ac7a7f14844f093e986320bde5e64/artifacts/Combined_Model/requirements.txt
index 1c005ed..567dde3 100644
--- a/Project/mlops/mlruns/377601592381563769/8a7ac7a7f14844f093e986320bde5e64/artifacts/Combined_Model/requirements.txt
+++ b/Project/mlops/mlruns/377601592381563769/8a7ac7a7f14844f093e986320bde5e64/artifacts/Combined_Model/requirements.txt
@@ -1,4 +1,4 @@
-mlflow==2.21.0
+mlflow==3.1.0
 cloudpickle==3.1.1
 lz4==4.3.3
 numpy==1.26.4
diff --git a/Project/mlops/mlruns/377601592381563769/8ca8002168f345d4bb07718473a7f647/artifacts/Male_Model/requirements.txt b/Project/mlops/mlruns/377601592381563769/8ca8002168f345d4bb07718473a7f647/artifacts/Male_Model/requirements.txt
index 1c005ed..567dde3 100644
--- a/Project/mlops/mlruns/377601592381563769/8ca8002168f345d4bb07718473a7f647/artifacts/Male_Model/requirements.txt
+++ b/Project/mlops/mlruns/377601592381563769/8ca8002168f345d4bb07718473a7f647/artifacts/Male_Model/requirements.txt
@@ -1,4 +1,4 @@
-mlflow==2.21.0
+mlflow==3.1.0
 cloudpickle==3.1.1
 lz4==4.3.3
 numpy==1.26.4
diff --git a/Project/mlops/mlruns/377601592381563769/a11e707aace849a38eacde5213870bf4/artifacts/Combined_Model/requirements.txt b/Project/mlops/mlruns/377601592381563769/a11e707aace849a38eacde5213870bf4/artifacts/Combined_Model/requirements.txt
index 1c005ed..567dde3 100644
--- a/Project/mlops/mlruns/377601592381563769/a11e707aace849a38eacde5213870bf4/artifacts/Combined_Model/requirements.txt
+++ b/Project/mlops/mlruns/377601592381563769/a11e707aace849a38eacde5213870bf4/artifacts/Combined_Model/requirements.txt
@@ -1,4 +1,4 @@
-mlflow==2.21.0
+mlflow==3.1.0
 cloudpickle==3.1.1
 lz4==4.3.3
 numpy==1.26.4
diff --git a/Project/mlops/mlruns/377601592381563769/f25d4b0464f74b4e80c140a09a8a61c2/artifacts/Combined_Model/requirements.txt b/Project/mlops/mlruns/377601592381563769/f25d4b0464f74b4e80c140a09a8a61c2/artifacts/Combined_Model/requirements.txt
index 1c005ed..567dde3 100644
--- a/Project/mlops/mlruns/377601592381563769/f25d4b0464f74b4e80c140a09a8a61c2/artifacts/Combined_Model/requirements.txt
+++ b/Project/mlops/mlruns/377601592381563769/f25d4b0464f74b4e80c140a09a8a61c2/artifacts/Combined_Model/requirements.txt
@@ -1,4 +1,4 @@
-mlflow==2.21.0
+mlflow==3.1.0
 cloudpickle==3.1.1
 lz4==4.3.3
 numpy==1.26.4
diff --git a/Project/mlops/mlruns/377601592381563769/f6c75b4fbc7543a4bc3392afe6d3629b/artifacts/Combined_Model/requirements.txt b/Project/mlops/mlruns/377601592381563769/f6c75b4fbc7543a4bc3392afe6d3629b/artifacts/Combined_Model/requirements.txt
index 1c005ed..567dde3 100644
--- a/Project/mlops/mlruns/377601592381563769/f6c75b4fbc7543a4bc3392afe6d3629b/artifacts/Combined_Model/requirements.txt
+++ b/Project/mlops/mlruns/377601592381563769/f6c75b4fbc7543a4bc3392afe6d3629b/artifacts/Combined_Model/requirements.txt
@@ -1,4 +1,4 @@
-mlflow==2.21.0
+mlflow==3.1.0
 cloudpickle==3.1.1
 lz4==4.3.3
 numpy==1.26.4