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+# ML-Machine-Learning
+
+<p align="right">
+  <img src="https://github.com/akashdip2001/ML-Machine-Learning/assets/81384987/dff140e6-3c24-4430-96b6-48877e6c98b9" alt="Pandas Logo" width="500" />
+</p>
+
+| GitHub Repo |🍭 [ML](https://github.com/akashdip2001/ML-Machine-Learning) 🍭|🐥 [Pandas](https://github.com/akashdip2001/ML-Machine-Learning/tree/main/pandas) 🐥|❌ [numPy](https://github.com/akashdip2001/ML-Machine-Learning/tree/main/numPy) ❌|
+|-------------------- |-------------------- |-------------------- |-------------------- |
+
+
+| WebSite => |🍭 [ML](https://akashdip2001.github.io/ML-Machine-Learning/) 🍭|🐥 [Pandas](https://akashdip2001.github.io/ML-Machine-Learning/pandas.html) 🐥|❌ [numPy](https://akashdip2001.github.io/ML-Machine-Learning/numPy.html) ❌|
+|-------------------- |-------------------- |-------------------- |-------------------- |
+
+---
+
+![ml](https://github.com/akashdip2001/ML-Machine-Learning/raw/main/ML/img/ml_roadmap01.jpg)
+
+![ml](https://github.com/akashdip2001/ML-Machine-Learning/raw/main/ML/img/ml_roadmap02.jpg)
+
+# Jupyter Notebook // JupyterLab // .ipynb
+
+### Command Mode Shortcuts (press Esc to activate)
+- **A**: Insert cell above
+- **B**: Insert cell below
+- **D, D** (press D twice): Delete selected cell
+- **Y**: Change cell to code mode
+- **M**: Change cell to markdown mode
+- **Shift + Arrow**: Select multiple cells
+- **Shift + M**: Merge selected cells
+- **Ctrl + Enter**: Run selected cell
+- **Shift + Enter**: Run cell and select below
+- **Alt + Enter**: Run cell and insert new cell below
+
+### Edit Mode Shortcuts (press Enter to activate)
+- **Ctrl + /**: Comment/uncomment selected lines
+- **Tab**: Code completion or indent
+- **Shift + Tab**: Tooltip (for function arguments)
+- **Ctrl + Shift + -**: Split cell at cursor
+- **Ctrl + Shift + P**: Command palette (access to all commands)
+
+### Navigation Shortcuts (in both modes)
+- **Up Arrow / Down Arrow**: Move up/down one cell
+- **Ctrl + Home**: Go to first cell
+- **Ctrl + End**: Go to last cell
+- **Ctrl + G**: Go to specific cell by number
+- **Shift + L**: Toggle line numbers
+
+### Other Useful Shortcuts
+- **Esc + F**: Find and replace
+- **Esc + O**: Toggle cell output
+- **Esc + H**: Show keyboard shortcuts help dialog
+- **Esc + I, I**: Interrupt kernel
+- **Esc + 0, 0**: Restart kernel
+- **Ctrl + Shift + Enter**:Run All Cells
+
+---
+
+# [Pandas](https://github.com/akashdip2001/ML-Machine-Learning/tree/main/pandas)
+
+### Downlod [Pythin](https://www.python.org/downloads/_)
+
+Run Command Prompt as Administrator:
+
+  - Right-click on the Command Prompt icon in the Start menu.
+  - Select "Run as administrator".
+  - Confirm the User Account Control prompt if prompted.
+
+```python
+!pip install pandas
+!pip install jupyter
+# If you want to install matplotlib as well, uncomment the line below
+# !pip install matplotlib
+
+!jupyter notebook --version
+
+```
+
+```
+jupyter notebook
+```
+![Screenshot (38)](https://github.com/akashdip2001/ML-Machine-Learning/assets/81384987/bd3b3e3a-5d70-41a2-b412-14f1f109fc8e)
+
+![Screenshot (39)](https://github.com/akashdip2001/ML-Machine-Learning/assets/81384987/d1b0208d-eca9-42d1-a800-8ca1cda97eb4)
+
+```python
+import numpy as np
+import matplotlib.pyplot as plt
+
+# Data for plotting
+t = np.arange(0.0, 2.0, 0.01)
+s = 1 + np.sin(2 * np.pi * t)
+
+fig, ax = plt.subplots()
+ax.plot(t, s)
+
+ax.set(xlabel='time (s)', ylabel='voltage (mV)',
+       title='About as simple as it gets, folks')
+ax.grid()
+
+plt.show()
+```
+
+
+    
+![png](https://github.com/akashdip2001/ML-Machine-Learning/raw/main/pandas/output_0_0.png)
+
+| more about [pamdas](https://github.com/akashdip2001/ML-Machine-Learning/tree/main/pandas) |
+|---
+
+# [numPy](https://github.com/akashdip2001/ML-Machine-Learning/tree/main/numPy)
+
+#### [documentation](https://numpy.org/doc/stable/reference/)
+
+```python
+pip install numpy
+python.exe -m pip install --upgrade pip
+
+pip install jupyter
+```
+
+
+| python 10h => |🍭 [SourceCode](https://github.com/akashdip2001/Python-Course-10h) 🍭|🐥 [Notes 10h]() 🐥|❌ [complete Notes](https://www.codewithharry.com/notes/) ❌|
+|-------------------- |-------------------- |-------------------- |-------------------- |
+
+```html
+7296
+
+body {
+            zoom: 100%; /* Default zoom level */
+        }
+
+<script>
+        function isPC() {
+            return !/Mobi|Android/i.test(navigator.userAgent);
+        }
+
+        function setZoom() {
+            if (isPC()) {
+                document.body.style.zoom = "150%";
+            }
+        }
+
+        window.onload = setZoom;
+    </script>
+
+
+
+7522
+
+<div style="text-align: right;">
+        <img src="pandas/img/Python-Pandas-logo.png" alt="Pandas Logo" width="300" />
+        <div style="font-size: 10px; margin-top: -10px; margin-bottom: 15px;">by Akashdip Mahapatra</div>
+    </div>
+```