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Best Resource to learn Python Programming & DSA (Data Structure and Algorithms) ๐Ÿ“š๐Ÿ“ For collaborations: @coderfun

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๐Ÿ“ˆ Analytical overview of Telegram channel Python Programming Books

Channel Python Programming Books (@dsabooks) in the English language segment is an active participant. Currently, the community unites 58 060 subscribers, ranking 2 287 in the Technologies & Applications category and 6 295 in the India region.

๐Ÿ“Š Audience metrics and dynamics

Since its creation on ะฝะตะฒั–ะดะพะผะพ, the project has demonstrated rapid growth, gathering an audience of 58 060 subscribers.

According to the latest data from 04 June, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 503 over the last 30 days and by 28 over the last 24 hours, overall reach remains high.

  • Verification status: Not verified
  • Engagement rate (ER): The average audience engagement rate is 7.94%. Within the first 24 hours after publication, content typically collects 1.50% reactions from the total number of subscribers.
  • Post reach: On average, each post receives 0 views. Within the first day, a publication typically gains 870 views.
  • Reactions and interaction: The audience actively supports content: the average number of reactions per post is 0.
  • Thematic interests: Content is focused on key topics such as panda, learning, programming, api, dataset.

๐Ÿ“ Description and content policy

The author describes the resource as a platform for expressing subjective opinions:
โ€œBest Resource to learn Python Programming & DSA (Data Structure and Algorithms) ๐Ÿ“š๐Ÿ“ For collaborations: @coderfunโ€

Thanks to the high frequency of updates (latest data received on 05 June, 2026), the channel maintains relevance and a high level of publication reach. Analytics show that the audience actively interacts with content, making it an important point of influence in the Technologies & Applications category.

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โœ… Machine Learning Roadmap: Step-by-Step Guide to Master ML ๐Ÿค–๐Ÿ“Š Whether youโ€™re aiming to be a data scientist, ML engineer, or AI specialist โ€” this roadmap has you covered ๐Ÿ‘‡ ๐Ÿ“ 1. Math Foundations โฆ Linear Algebra (vectors, matrices) โฆ Probability & Statistics basics โฆ Calculus essentials (derivatives, gradients) ๐Ÿ“ 2. Programming & Tools โฆ Python basics & libraries (NumPy, Pandas) โฆ Jupyter notebooks for experimentation ๐Ÿ“ 3. Data Preprocessing โฆ Data cleaning & transformation โฆ Handling missing data & outliers โฆ Feature engineering & scaling ๐Ÿ“ 4. Supervised Learning โฆ Regression (Linear, Logistic) โฆ Classification algorithms (KNN, SVM, Decision Trees) โฆ Model evaluation (accuracy, precision, recall) ๐Ÿ“ 5. Unsupervised Learning โฆ Clustering (K-Means, Hierarchical) โฆ Dimensionality reduction (PCA, t-SNE) ๐Ÿ“ 6. Neural Networks & Deep Learning โฆ Basics of neural networks โฆ Frameworks: TensorFlow, PyTorch โฆ CNNs for images, RNNs for sequences ๐Ÿ“ 7. Model Optimization โฆ Hyperparameter tuning โฆ Cross-validation & regularization โฆ Avoiding overfitting & underfitting ๐Ÿ“ 8. Natural Language Processing (NLP) โฆ Text preprocessing โฆ Common models: Bag-of-Words, Word Embeddings โฆ Transformers & GPT models basics ๐Ÿ“ 9. Deployment & Production โฆ Model serialization (Pickle, ONNX) โฆ API creation with Flask or FastAPI โฆ Monitoring & updating models in production ๐Ÿ“ 10. Ethics & Bias โฆ Understand data bias & fairness โฆ Responsible AI practices ๐Ÿ“ 11. Real Projects & Practice โฆ Kaggle competitions โฆ Build projects: Image classifiers, Chatbots, Recommendation systems ๐Ÿ“ 12. Apply for ML Roles โฆ Prepare resume with projects & results โฆ Practice technical interviews & coding challenges โฆ Learn business use cases of ML ๐Ÿ’ก Pro Tip: Combine ML skills with SQL and cloud platforms like AWS or GCP for career advantage. ๐Ÿ’ฌ Double Tap โ™ฅ๏ธ For More!

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๐Ÿ’ก Level Up Your IT Career in 2026 โ€“ For FREE Areas covered: #Python #AI #Cisco #PMP #Fortinet #AWS #Azure #Excel #CompTIA #I
๐Ÿ’ก Level Up Your IT Career in 2026 โ€“ For FREE Areas covered: #Python #AI #Cisco #PMP #Fortinet #AWS #Azure #Excel #CompTIA #ITIL #Cloud + more ๐Ÿ”— Download each free resource here: โ€ข Free Courses (Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS) ๐Ÿ‘‰https://bit.ly/492lupg โ€ข IT Certs E-book ๐Ÿ‘‰https://bit.ly/4vXETS8 โ€ข IT Exams Skill Test ๐Ÿ‘‰ https://bit.ly/4t1fhkB โ€ข Free AI Materials & Support Tools ๐Ÿ‘‰ https://bit.ly/4cWlwQL โ€ข Free Cloud Study Guide ๐Ÿ‘‰https://bit.ly/4cU6F9h ๐Ÿ“ฒ Need exam help? Contact admin: wa.link/qse4fe ๐Ÿ’ฌ Join our study group (free tips & support): https://chat.whatsapp.com/K3n7OYEXgT1CHGylN6fM5a

Top 10 Python One Liners! 1๏ธโƒฃ Reverse a string: reversed_string = "Hello World"[::-1] 2๏ธโƒฃ Check if a number is even: is_even
Top 10 Python One Liners! 1๏ธโƒฃ Reverse a string:
reversed_string = "Hello World"[::-1]
2๏ธโƒฃ Check if a number is even:
is_even = lambda x: x % 2 == 0
3๏ธโƒฃ Find the factorial of a number:
factorial = lambda x: 1 if x == 0 else x * factorial(x - 1)
4๏ธโƒฃ Read a file and print its contents:
[print(line.strip()) for line in open('file.txt')]
5๏ธโƒฃ Create a list of squares:
squares = [x**2 for x in range(10)]
6๏ธโƒฃ Flatten a list of lists:
flat_list = [item for sublist in [[1, 2], [3, 4], [5, 6]] for item in sublist]
7๏ธโƒฃ Find the length of a list:
length = len([1, 2, 3, 4])
8๏ธโƒฃ Create a dictionary from two lists:
keys = ['a', 'b', 'c']; values = [1, 2, 3]; dictionary = dict(zip(keys, values))
9๏ธโƒฃ Generate a list of random numbers:
import random; random_numbers = [random.randint(0, 100) for _ in range(10)]
๐Ÿ”Ÿ Check if a string is a palindrome:
is_palindrome = lambda s: s == s[::-1]
Mastering these one-liners can significantly improve your coding efficiency and make your code more concise. https://t.me/pythonRe โœ‰๏ธ

๐Ÿ”ฐ Python Developer Most commonly asked questions in an interview (collage placement)
+3
๐Ÿ”ฐ Python Developer
Most commonly asked questions in an interview (collage placement)

Important Topics You Should Know to Learn Python ๐Ÿ‘‡ Lists, Strings, Tuples, Dictionaries, Sets โ€“ Learn the core data structures in Python. Boolean, Arithmetic, and Comparison Operators โ€“ Understand how Python evaluates conditions. Operations on Data Structures โ€“ Append, delete, insert, reverse, sort, and manipulate collections efficiently. Reading and Extracting Data โ€“ Learn how to access, modify, and extract values from lists and dictionaries. Conditions and Loops โ€“ Master if, elif, else, for, while, break, and continue statements. Range and Enumerate โ€“ Efficiently loop through sequences with indexing. Functions โ€“ Create functions with and without parameters, and understand *args and **kwargs. Classes & Object-Oriented Programming โ€“ Work with init methods, global/local variables, and concepts like inheritance and encapsulation. File Handling โ€“ Read, write, and manipulate files in Python. Free Resources to learn Python๐Ÿ‘‡๐Ÿ‘‡ ๐Ÿ‘‰ Free Python course by Google https://developers.google.com/edu/python ๐Ÿ‘‰ Freecodecamp Python course https://www.freecodecamp.org/learn/data-analysis-with-python/# ๐Ÿ‘‰ Udacity Intro to Python course https://bit.ly/3FOOQHh ๐Ÿ‘‰Python Cheatsheet https://t.me/pythondevelopersindia/262?single ๐Ÿ‘‰ Practice Python http://www.pythonchallenge.com/ ๐Ÿ‘‰ Kaggle https://kaggle.com/learn/intro-to-programming https://kaggle.com/learn/python ๐Ÿ‘‰ ๐—ฃ๐—ฟ๐—ผ๐—ด๐—ฟ๐—ฎ๐—บ๐—บ๐—ถ๐—ป๐—ด ๐—˜๐˜€๐˜€๐—ฒ๐—ป๐˜๐—ถ๐—ฎ๐—น๐˜€ ๐—ถ๐—ป ๐—ฃ๐˜†๐˜๐—ต๐—ผ๐—ป https://netacad.com/courses/programming/pcap-programming-essentials-python ๐Ÿ‘‰ Python Essentials https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L https://t.me/dsabooks ๐Ÿ‘‰ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐˜๐—ถ๐—ณ๐—ถ๐—ฐ ๐—–๐—ผ๐—บ๐—ฝ๐˜‚๐˜๐—ถ๐—ป๐—ด ๐˜„๐—ถ๐˜๐—ต ๐—ฃ๐˜†๐˜๐—ต๐—ผ๐—ป https://freecodecamp.org/learn/scientific-computing-with-python/ ๐Ÿ‘‰ ๐——๐—ฎ๐˜๐—ฎ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜€๐—ถ๐˜€ ๐˜„๐—ถ๐˜๐—ต ๐—ฃ๐˜†๐˜๐—ต๐—ผ๐—ป https://freecodecamp.org/learn/data-analysis-with-python/ ๐Ÿ‘‰ ๐— ๐—ฎ๐—ฐ๐—ต๐—ถ๐—ป๐—ฒ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ถ๐—ป๐—ด ๐˜„๐—ถ๐˜๐—ต ๐—ฃ๐˜†๐˜๐—ต๐—ผ๐—ป https://freecodecamp.org/learn/machine-learning-with-python/ ENJOY LEARNING ๐Ÿ‘๐Ÿ‘

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๐Ÿ”ฐ Useful Python string formatting types base in placeholder
๐Ÿ”ฐ Useful Python string formatting types base in placeholder

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๐Ÿ—‚ 20 free MIT courses โ€” the entire Computer Science base in one place #MIT has made courses in key CS areas publicly available. #Python, #algorithms, #ML, neural networks, #OS, #databases, #mathematics โ€” all can be completed for free directly on #YouTube. โ–ถ๏ธ Introduction to Python Programming โ–ถ๏ธ Data Structures and Algorithms โ–ถ๏ธ Mathematics for Computer Science โ–ถ๏ธ Machine Learning โ–ถ๏ธ Deep Learning โ–ถ๏ธ Artificial Intelligence โ–ถ๏ธ Machine Learning in Healthcare โ–ถ๏ธ Database Management Systems โ–ถ๏ธ Operating Systems โ–ถ๏ธ One-Variable Calculus โ–ถ๏ธ Many-Variable Calculus โ–ถ๏ธ Introduction to Probability Theory โ–ถ๏ธ Statistics โ–ถ๏ธ Probability Theory and Statistics โ–ถ๏ธ Linear Algebra โ–ถ๏ธ Matrix Calculus for Machine Learning โ–ถ๏ธ Java Programming โ–ถ๏ธ Design and Analysis of Algorithms โ–ถ๏ธ Advanced Data Structures โ–ถ๏ธ Introduction to Computational Thinking tags: #courses โžกhttps://t.me/python53

7 Baby Steps to Learn Python 1. Grasp the Basics: Start with Python fundamentals. Learn how to install Python, set up a code editor (like VS Code or PyCharm), and write your first Python script. Focus on understanding: Syntax and indentation Variables and data types (e.g., strings, integers, floats, lists) Operators, control flow (if, for, while), and input/output functions 2. Practice Writing Simple Programs: Apply your basics by writing simple programs like: A calculator for arithmetic operations A program to find the largest number in a list A script to reverse a string or check if itโ€™s a palindrome 3. Explore Pythonโ€™s Core Libraries: Familiarize yourself with Pythonโ€™s built-in libraries such as math, random, and datetime. Learn to handle files using open() and write(), and understand how to work with exceptions using try...except. 4. Learn Key Data Structures: Master Pythonโ€™s key data structures like: Lists: Learn slicing, appending, and iterating Dictionaries: Understand key-value pairs and their applications Sets & Tuples: Learn their use cases and differences Practice solving problems like removing duplicates from a list or counting word frequencies. 5. Understand Functions and Modules: Learn how to write reusable code using functions. Understand how to: Define and call functions Use *args and **kwargs Import and create your own modules for better code organization 6. Work on Real-World Projects: Start with small, practical projects to apply your skills, such as: A to-do list manager using text files A web scraper using BeautifulSoup A data visualization project using matplotlib and pandas 7. Engage with Python Communities: Join Python forums and communities like Redditโ€™s r/learnpython, StackOverflow, or Python Discord. Participate in coding challenges on HackerRank, LeetCode, or Kaggle. These platforms will help you practice problem-solving and get feedback from others. Additional Tips: Explore Pythonโ€™s vast ecosystem, including libraries like NumPy, pandas, and Flask, depending on your goals. Practice regularly to reinforce your understanding and grow as a Python developer. Python Interview Resources: https://whatsapp.com/channel/0029VaGgzAk72WTmQFERKh02 Join for more: https://t.me/sqlspecialist ENJOY LEARNING ๐Ÿ‘๐Ÿ‘

๐Ÿ ๐๐ฒ๐ญ๐ก๐จ๐ง ๐Ÿ๐ž๐ฅ๐ญ ๐ข๐ฆ๐ฉ๐จ๐ฌ๐ฌ๐ข๐›๐ฅ๐ž ๐š๐ญ ๐Ÿ๐ข๐ซ๐ฌ๐ญ, ๐›๐ฎ๐ญ ๐ญ๐ก๐ž๐ฌ๐ž ๐Ÿ— ๐ฌ๐ญ๐ž๐ฉ๐ฌ ๐œ๐ก๐š๐ง๐ ๐ž๐ ๐ž๐ฏ๐ž๐ซ๐ฒ๐ญ๐ก๐ข๐ง๐ ! . . 1๏ธโƒฃ ๐Œ๐š๐ฌ๐ญ๐ž๐ซ๐ž๐ ๐ญ๐ก๐ž ๐๐š๐ฌ๐ข๐œ๐ฌ: Started with foundational Python concepts like variables, loops, functions, and conditional statements. 2๏ธโƒฃ ๐๐ซ๐š๐œ๐ญ๐ข๐œ๐ž๐ ๐„๐š๐ฌ๐ฒ ๐๐ซ๐จ๐›๐ฅ๐ž๐ฆ๐ฌ: Focused on beginner-friendly problems on platforms like LeetCode and HackerRank to build confidence. 3๏ธโƒฃ ๐…๐จ๐ฅ๐ฅ๐จ๐ฐ๐ž๐ ๐๐ฒ๐ญ๐ก๐จ๐ง-๐’๐ฉ๐ž๐œ๐ข๐Ÿ๐ข๐œ ๐๐š๐ญ๐ญ๐ž๐ซ๐ง๐ฌ: Studied essential problem-solving techniques for Python, like list comprehensions, dictionary manipulations, and lambda functions. 4๏ธโƒฃ ๐‹๐ž๐š๐ซ๐ง๐ž๐ ๐Š๐ž๐ฒ ๐‹๐ข๐›๐ซ๐š๐ซ๐ข๐ž๐ฌ: Explored popular libraries like Pandas, NumPy, and Matplotlib for data manipulation, analysis, and visualization. 5๏ธโƒฃ ๐…๐จ๐œ๐ฎ๐ฌ๐ž๐ ๐จ๐ง ๐๐ซ๐จ๐ฃ๐ž๐œ๐ญ๐ฌ: Built small projects like a to-do app, calculator, or data visualization dashboard to apply concepts. 6๏ธโƒฃ ๐–๐š๐ญ๐œ๐ก๐ž๐ ๐“๐ฎ๐ญ๐จ๐ซ๐ข๐š๐ฅ๐ฌ: Followed creators like CodeWithHarry and Shradha Khapra for in-depth Python tutorials. 7๏ธโƒฃ ๐ƒ๐ž๐›๐ฎ๐ ๐ ๐ž๐ ๐‘๐ž๐ ๐ฎ๐ฅ๐š๐ซ๐ฅ๐ฒ: Made it a habit to debug and analyze code to understand errors and optimize solutions. 8๏ธโƒฃ ๐‰๐จ๐ข๐ง๐ž๐ ๐Œ๐จ๐œ๐ค ๐‚๐จ๐๐ข๐ง๐  ๐‚๐ก๐š๐ฅ๐ฅ๐ž๐ง๐ ๐ž๐ฌ: Participated in coding challenges to simulate real-world problem-solving scenarios. 9๏ธโƒฃ ๐’๐ญ๐š๐ฒ๐ž๐ ๐‚๐จ๐ง๐ฌ๐ข๐ฌ๐ญ๐ž๐ง๐ญ: Practiced daily, worked on diverse problems, and never skipped Python for more than a day. I have curated the best interview resources to crack Python Interviews ๐Ÿ‘‡๐Ÿ‘‡ https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L Hope you'll like it Like this post if you need more resources like this ๐Ÿ‘โค๏ธ #Python

Python Cheat Sheet: Beginner to Expert Guide This #Python cheat sheet covers basics to advanced concepts, regex, list slicing
Python Cheat Sheet: Beginner to Expert Guide This #Python cheat sheet covers basics to advanced concepts, regex, list slicing, loops and more. Perfect for quick reference and enhancing your coding skills. Read: https://www.almabetter.com/bytes/cheat-sheet/python https://t.me/DataScience4 โœ‰๏ธ

๐ŸŽฏ 2026 IT Certification Prep Kit โ€“ Free! ๐Ÿ”ฅWhether you're preparing for #Python, #AI, #Cisco, #PMI, #Fortinet, #AWS, #Azure,
๐ŸŽฏ 2026 IT Certification Prep Kit โ€“ Free! ๐Ÿ”ฅWhether you're preparing for #Python, #AI, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification โ€“ SPOTO has got you covered! โœ… Whatโ€™s Inside: ใƒปFree Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/4cZ9PKA ใƒปIT Certs E-book: https://bit.ly/4aQfbqc ใƒปIT Exams Skill Test: https://bit.ly/4aQf3He ใƒปFree AI material and support tools๏ผšhttps://bit.ly/4ucJoHO ใƒปFree Cloud Study Guide: https://bit.ly/3OExOVB ๐Ÿ‘‰ Become Part of Our IT Learning Circle! resources and support: https://chat.whatsapp.com/Cnc5M5353oSBo3savBl397 ๐Ÿ’ฌ Want exam help? Chat with an admin now! https://wa.link/0pjvhh

Top Linux Cmds Cheatsheet๐Ÿ“๐Ÿ‘จ๐Ÿปโ€๐Ÿ’ป React โค๏ธ for more #techinfo
Top Linux Cmds Cheatsheet๐Ÿ“๐Ÿ‘จ๐Ÿปโ€๐Ÿ’ป React โค๏ธ for more #techinfo

๐Ÿ”ฐ Python Tip
๐Ÿ”ฐ Python Tip

How to master Python from scratch๐Ÿš€ 1. Setup and Basics ๐Ÿ    - Install Python ๐Ÿ–ฅ๏ธ: Download Python and set it up.    - Hello, World! ๐ŸŒ: Write your first Hello World program. 2. Basic Syntax ๐Ÿ“œ    - Variables and Data Types ๐Ÿ“Š: Learn about strings, integers, floats, and booleans.    - Control Structures ๐Ÿ”„: Understand if-else statements, for loops, and while loops.    - Functions ๐Ÿ› ๏ธ: Write reusable blocks of code. 3. Data Structures ๐Ÿ“‚    - Lists ๐Ÿ“‹: Manage collections of items.    - Dictionaries ๐Ÿ“–: Store key-value pairs.    - Tuples ๐Ÿ“ฆ: Work with immutable sequences.    - Sets ๐Ÿ”ข: Handle collections of unique items. 4. Modules and Packages ๐Ÿ“ฆ    - Standard Library ๐Ÿ“š: Explore built-in modules.    - Third-Party Packages ๐ŸŒ: Install and use packages with pip. 5. File Handling ๐Ÿ“    - Read and Write Files ๐Ÿ“    - CSV and JSON ๐Ÿ“‘ 6. Object-Oriented Programming ๐Ÿงฉ    - Classes and Objects ๐Ÿ›๏ธ    - Inheritance and Polymorphism ๐Ÿ‘จโ€๐Ÿ‘ฉโ€๐Ÿ‘ง 7. Web Development ๐ŸŒ    - Flask ๐Ÿผ: Start with a micro web framework.    - Django ๐Ÿฆ„: Dive into a full-fledged web framework. 8. Data Science and Machine Learning ๐Ÿง     - NumPy ๐Ÿ“Š: Numerical operations.    - Pandas ๐Ÿผ: Data manipulation and analysis.    - Matplotlib ๐Ÿ“ˆ and Seaborn ๐Ÿ“Š: Data visualization.    - Scikit-learn ๐Ÿค–: Machine learning. 9. Automation and Scripting ๐Ÿค–    - Automate Tasks ๐Ÿ› ๏ธ: Use Python to automate repetitive tasks.    - APIs ๐ŸŒ: Interact with web services. 10. Testing and Debugging ๐Ÿž     - Unit Testing ๐Ÿงช: Write tests for your code.     - Debugging ๐Ÿ”: Learn to debug efficiently. 11. Advanced Topics ๐Ÿš€     - Concurrency and Parallelism ๐Ÿ•’     - Decorators ๐ŸŒ€ and Generators โš™๏ธ     - Web Scraping ๐Ÿ•ธ๏ธ: Extract data from websites using BeautifulSoup and Scrapy. 12. Practice Projects ๐Ÿ’ก     - Calculator ๐Ÿงฎ     - To-Do List App ๐Ÿ“‹     - Weather App โ˜€๏ธ     - Personal Blog ๐Ÿ“ 13. Community and Collaboration ๐Ÿค     - Contribute to Open Source ๐ŸŒ     - Join Coding Communities ๐Ÿ’ฌ     - Participate in Hackathons ๐Ÿ† 14. Keep Learning and Improving ๐Ÿ“ˆ     - Read Books ๐Ÿ“–: Like "Automate the Boring Stuff with Python".     - Watch Tutorials ๐ŸŽฅ: Follow video courses and tutorials.     - Solve Challenges ๐Ÿงฉ: On platforms like LeetCode, HackerRank, and CodeWars. 15. Teach and Share Knowledge ๐Ÿ“ข     - Write Blogs โœ๏ธ     - Create Video Tutorials ๐Ÿ“น     - Mentor Others ๐Ÿ‘จโ€๐Ÿซ I have curated the best interview resources to crack Python Interviews ๐Ÿ‘‡๐Ÿ‘‡ https://topmate.io/coding/898340 Hope you'll like it Like this post if you need more resources like this ๐Ÿ‘โค๏ธ

๐Ÿ”ฐ Python password generator
๐Ÿ”ฐ Python password generator

Random Module in Python ๐Ÿ‘†
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Random Module in Python ๐Ÿ‘†

Python Interview Questions
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Python Interview Questions

Python Programming Books - Statistics & analytics of Telegram channel @dsabooks