From dc23e3ff5caa4bfaff382d4a4b500c3e1d790940 Mon Sep 17 00:00:00 2001
From: ankitadona <ruon315@gmail.com>
Date: Wed, 1 Apr 2026 15:46:14 +0530
Subject: [PATCH 1/2] student performances prediction using ML

---
 MLpython    | 38 ++++++++++++++++++++++++++++++++++++++
 MLpython.py | 38 ++++++++++++++++++++++++++++++++++++++
 dataset.csv |  8 ++++++++
 3 files changed, 84 insertions(+)
 create mode 100644 MLpython
 create mode 100644 MLpython.py
 create mode 100644 dataset.csv

diff --git a/MLpython b/MLpython
new file mode 100644
index 0000000..c1bd9a1
--- /dev/null
+++ b/MLpython
@@ -0,0 +1,38 @@
+import pandas as pd
+import matplotlib.pyplot as plt
+from sklearn.linear_model import LinearRegression
+
+# Load dataset
+data = pd.read_csv("dataset.csv")
+
+X = data[['hours_study','sleep_hours','attendance']]
+y = data['marks']
+
+# Train model
+model = LinearRegression()
+model.fit(X, y)
+
+print("=== AI Study Companion ===")
+hours = float(input("Enter study hours: "))
+sleep = float(input("Enter sleep hours: "))
+attendance = float(input("Enter attendance %: "))
+
+# Prediction
+prediction = model.predict([[hours, sleep, attendance]])[0]
+
+print(f"\n Predicted Marks: {prediction:.2f}")
+
+# Smart Suggestions
+if prediction < 50:
+    print("You need serious improvement. Increase study hours!")
+elif prediction < 75:
+    print("You're doing okay. Stay consistent!")
+else:
+    print("Excellent! Keep it up!")
+
+# Graph
+plt.scatter(data['hours_study'], data['marks'])
+plt.xlabel("Study Hours")
+plt.ylabel("Marks")
+plt.title("Study Hours vs Marks")
+plt.show()
\ No newline at end of file
diff --git a/MLpython.py b/MLpython.py
new file mode 100644
index 0000000..c1bd9a1
--- /dev/null
+++ b/MLpython.py
@@ -0,0 +1,38 @@
+import pandas as pd
+import matplotlib.pyplot as plt
+from sklearn.linear_model import LinearRegression
+
+# Load dataset
+data = pd.read_csv("dataset.csv")
+
+X = data[['hours_study','sleep_hours','attendance']]
+y = data['marks']
+
+# Train model
+model = LinearRegression()
+model.fit(X, y)
+
+print("=== AI Study Companion ===")
+hours = float(input("Enter study hours: "))
+sleep = float(input("Enter sleep hours: "))
+attendance = float(input("Enter attendance %: "))
+
+# Prediction
+prediction = model.predict([[hours, sleep, attendance]])[0]
+
+print(f"\n Predicted Marks: {prediction:.2f}")
+
+# Smart Suggestions
+if prediction < 50:
+    print("You need serious improvement. Increase study hours!")
+elif prediction < 75:
+    print("You're doing okay. Stay consistent!")
+else:
+    print("Excellent! Keep it up!")
+
+# Graph
+plt.scatter(data['hours_study'], data['marks'])
+plt.xlabel("Study Hours")
+plt.ylabel("Marks")
+plt.title("Study Hours vs Marks")
+plt.show()
\ No newline at end of file
diff --git a/dataset.csv b/dataset.csv
new file mode 100644
index 0000000..360bf07
--- /dev/null
+++ b/dataset.csv
@@ -0,0 +1,8 @@
+hours_study,sleep_hours,attendance,marks
+2,6,60,50
+3,7,65,55
+4,6,70,60
+5,7,75,65
+6,8,80,70
+7,7,85,75
+8,8,90,85
\ No newline at end of file

From 4d7e31a70ed6d1dc36494ba1262bdb8499096503 Mon Sep 17 00:00:00 2001
From: ankitadona <ruon315@gmail.com>
Date: Wed, 1 Apr 2026 15:55:51 +0530
Subject: [PATCH 2/2] Update README.md

---
 README.md | 23 +++++++++++++++++++++++
 1 file changed, 23 insertions(+)

diff --git a/README.md b/README.md
index 9841612..3d5bc89 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,26 @@
+# My Project: Student Performance Predictor
+
+This project predicts student marks using Machine Learning.
+
+## Features
+- Predict marks using:
+  - Study hours
+  - Sleep hours
+  - Attendance
+- Smart suggestions
+- Graph visualization
+
+## Tech Stack
+- Python
+- Pandas
+- Scikit-learn
+- Matplotlib
+
+## Files
+- MLpython.py
+- dataset.csv
+
+  
 ## 500 + 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝗣𝗿𝗼𝗷𝗲𝗰𝘁 𝗟𝗶𝘀𝘁 𝘄𝗶𝘁𝗵 𝗰𝗼𝗱𝗲
 
 ***500 AI Machine learning Deep learning Computer vision NLP Projects with code* !!!**