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โ
Python Interview Questions with Answers ๐งโ๐ป๐ฉโ๐ป
1๏ธโฃ Write a function to remove outliers from a list using IQR.
import numpy as np
def remove_outliers(data):
q1 = np.percentile(data, 25)
q3 = np.percentile(data, 75)
iqr = q3 - q1
lower = q1 - 1.5 * iqr
upper = q3 + 1.5 * iqr
return [x for x in data if lower <= x <= upper]
2๏ธโฃ Convert a nested list to a flat list.
nested = [[1, 2], [3, 4],]
flat = [item for sublist in nested for item in sublist]
3๏ธโฃ Read a CSV file and count rows with nulls.
import pandas as pd
df = pd.read_csv('data.csv')
null_rows = df.isnull().any(axis=1).sum()
print("Rows with nulls:", null_rows)
4๏ธโฃ How do you handle missing data in pandas?
โฆ Drop missing rows: df.dropna()
โฆ Fill missing values: df.fillna(value)
โฆ Check missing data: df.isnull().sum()
5๏ธโฃ Explain the difference between loc[] and iloc[].
โฆ loc[]: Label-based indexing (e.g., row/column names)
Example: df.loc[0, 'Name']
โฆ iloc[]: Position-based indexing (e.g., row/column numbers)
Example: df.iloc
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๐ ๐๐ฒ๐ฐ๐ผ๐บ๐ฒ ๐ฎ๐ป ๐๐/๐๐๐ ๐๐ป๐ด๐ถ๐ป๐ฒ๐ฒ๐ฟ: ๐๐ฒ๐ฟ๐๐ถ๐ณ๐ถ๐ฐ๐ฎ๐๐ถ๐ผ๐ป ๐ฃ๐ฟ๐ผ๐ด๐ฟ๐ฎ๐บ
๐ ๐ฎ๐๐๐ฒ๐ฟ ๐๐ต๐ฒ ๐๐ธ๐ถ๐น๐น๐ ๐๐ฒ๐ฐ๐ต ๐ฐ๐ผ๐บ๐ฝ๐ฎ๐ป๐ถ๐ฒ๐ ๐ฎ๐ฟ๐ฒ ๐ต๐ถ๐ฟ๐ถ๐ป๐ด ๐ณ๐ผ๐ฟ: fine-tune large language models and deploy them to production at scale.
๐๐๐ถ๐น๐ ๐ณ๐ฟ๐ผ๐บ ๐ฟ๐ฒ๐ฎ๐น ๐๐ ๐ท๐ผ๐ฏ ๐ฟ๐ฒ๐พ๐๐ถ๐ฟ๐ฒ๐บ๐ฒ๐ป๐๐.
โ
Fine-tune models with industry tools
โ
Deploy on cloud infrastructure
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2 portfolio-ready projects
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Official certification + badge
๐ ๐๐ฒ๐ฎ๐ฟ๐ป ๐บ๐ผ๐ฟ๐ฒ & ๐ฒ๐ป๐ฟ๐ผ๐น๐น โฌ๏ธ
https://go.readytensor.ai/cert-900-llm-engg-and-deployment
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๐ฅ Master These 30 Algorithms to Boost Your Coding Skills! ๐
- Binary Search ๐ต๏ธโโ๏ธ
- Quick Sort โก
- Merge Sort ๐
- Heap Sort ๐ฐ
- BFS ๐
- DFS ๐ฒ
- Dijkstraโs Shortest Path ๐
- Bellman-Ford ๐ฆ
- Floyd-Warshall ๐
- Kruskalโs Minimum Spanning Tree ๐ณ
- Primโs Algorithm ๐ฟ
- KMP Pattern Matching ๐
- Rabin-Karp Search ๐งฎ
- Dynamic Programming ๐ง
- Kadaneโs Max Subarray Sum ๐ฅ
- Floydโs Cycle Detection ๐
- Topological Sort ๐๏ธ
- Backtracking ๐ฏ
- Binary Tree Traversals ๐ณ
- Segment Tree ๐
- Union-Find Disjoint Set ๐
- Greedy Algorithms ๐ฏ
- Bit Manipulation ๐ก
- Sliding Window โฑ๏ธ
- Two Pointers ๐
- Hashing ๐
- Recursion ๐
- Divide & Conquer โ๏ธ
- Graph Coloring ๐จ
- A* Search ๐บ๏ธ
Master these, ace interviews, and become a problem-solving pro! ๐ช๐ฅ
***
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๐ฐ HTML Tags List ๐
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Thanks For Joining All โค๏ธ๐
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Advanced inventory management system FULL SOURCE CODE FREE ๐
https://inprogrammer.com/inventory-management-using-python/
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70 Toughest Interview Questions And answers
React โค๏ธ If You Find This Helpful
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Handwritten DSA Notes in Python ๐๐
Perfect for quick revision and solid understanding!
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Data Analyst Power BI and SQL Learning Resources๐ฅ
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๐ฅ | Top 10 VS Code Extensions ๐๐จโ๐ป
โจ | Prettier: Clean, consistent auto-formatting
๐งฉ | Bracket Pair Colorizer: Color-coded brackets
โก๏ธ | Live Server: Auto-refresh websites as you code
๐ธ | CodeSnap: Snap stunning code screenshots
๐ค | Aura Theme: Sleek dark mode for your editor
๐จ | Material Icon Theme: Colorful file icons, easy nav
๐ค | GitHub Copilot: AI code buddy with smart suggestions
โ๏ธ | ESLint: Catch and fix errors on the fly
๐ | Tabnine: Speed up coding with AI autocomplete
๐ | Path Intellisense: Auto path imports, zero hassle
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import tkinter as tk
from time import strftime
def update_time():
current_time = strftime("%I:%M:%S %p")
label.config(text=current_time)
label.after(1000, update_time)
# Create the main window
root = tk.Tk()
root.title("Digital Clock")
label = tk.Label(root, font=("Calibri", 40, "bold"), background="blue", foreground="white")
label.pack(anchor="center")
# Start the clock
update_time()
# Run the application
root.mainloop()
23 662
Useful Excel Shortcuts:
โ Ctrl + A: Select all contents of the page.
โ Ctrl + B: Bold highlighted selection.
โ Ctrl + C: Copy selected text.
โ Ctrl + X: Cut selected text.
โ Ctrl + P: Open the print window.
โ Ctrl + F: Open find box.
โCtrl + I: Italic highlighted selection.
โ Ctrl + K: Insert link (Shortcut Keys and their Functions).
โ Ctrl + U: Underline highlighted selection.
โ Ctrl + V: Paste.
โ Ctrl + Y: Redo the last action performed.
โ Ctrl + Z: Undo last action.
โ Ctrl + L: Aligns the line or selected text to the left of the screen.
โ Ctrl + E: Aligns the line or selected text to the center of the screen.
โ Ctrl + R: Aligns the line or selected text to the right of the screen.
โ Ctrl + M: Indent the paragraph.
โ Ctrl + Shift + F: Change the font.
โ Ctrl + Shift + >: Increase selected font +1pts up to 12pt and then increases font +2pts.
โ Ctrl + ]: Increase selected font +1pts.
โ Ctrl + Shift + <: Decrease selected font -1pts if 12pt or lower, if above 12 decreases font by +2pt.
โ Ctrl + [: Decrease selected font -1pts.
โ Ctrl + Shift + *: View or hide non printing characters.
โ Ctrl + L: Moves one word to the left.
โ Ctrl + R: Moves one word to the right.
โ Ctrl + : Moves to the beginning of the line or paragraph.
โ Ctrl + : Moves to the end of the paragraph.
โ Ctrl + Del: Deletes word to right of cursor.
โ Ctrl + Backspace: Deletes word to left of cursor.
โ Ctrl + End: Moves the cursor to the end of the
document.
โ Ctrl + Home: Moves the cursor to the beginning of the document.
โ Ctrl + Spacebar: Reset highlighted text to the default font.
โ Ctrl + 1: Single-space lines.
โ Ctrl + 2: Double-space lines.
โ Ctrl + 5: 1.5-line spacing.
โ Ctrl + Alt + 1: Changes text to heading 1.
โ Ctrl + Alt + 2: Changes text to heading 2.
โ Ctrl + Alt + 3: Changes text to heading 3.
โ Alt + Shift + D: Insert the current date.
โ Alt + Shift + T: Insert the current time.
โ Alt + F: File menu options in current program.
โ Alt + E: Edit options in current program.
โ F1: Universal Help in almost every Windows program.
โ Ctrl + A: Select all text.
โ Ctrl + X: Cut
โ Shift + Del: Cut selected item.
โ Ctrl + C: Copy selected item.
โ Ctrl + Ins: Copy selected item.
โ Ctrl + V: Paste selected item.
โ Shift + Ins: Paste.
โ Home: Goes to beginning of current line.
โ Ctrl + Home: Goes to beginning of document.
โ End: Goes to end of current line.
โ Ctrl + End: Goes to end of document.
โ Shift + Home: Highlights from current position to beginning of line.
โ Shift + End: Highlights from current position to end of line.
โ Ctrl + Left arrow: Moves one word to the left at a time.
โ Ctrl + Right arrow: Moves one word to the right at a time.
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Top 10 Python Libraries for Data Science
๐ NumPy โ Fast array operations and numerical computing
๐ Pandas โ Data manipulation using DataFrames
๐ Matplotlib โ Plotting and basic data visualization
๐จ Seaborn โ Statistical plots built on Matplotlib
๐ง Scikit-learn โ Machine learning models and tools
๐ค TensorFlow โ Deep learning library by Google
๐ฅ PyTorch โ Flexible deep learning by Facebook
๐ Statsmodels โ Statistical tests and data exploration
๐ XGBoost โ Powerful boosting algorithm for structured data
๐ Plotly โ Interactive and web-ready visualizations
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23 662
Top 10 Python Libraries for Data Science
๐ NumPy โ Fast array operations and numerical computing
๐ Pandas โ Data manipulation using DataFrames
๐ Matplotlib โ Plotting and basic data visualization
๐จ Seaborn โ Statistical plots built on Matplotlib
๐ง Scikit-learn โ Machine learning models and tools
๐ค TensorFlow โ Deep learning library by Google
๐ฅ PyTorch โ Flexible deep learning by Facebook
๐ Statsmodels โ Statistical tests and data exploration
๐ XGBoost โ Powerful boosting algorithm for structured data
๐ Plotly โ Interactive and web-ready visualizations
React โค๏ธ for more
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