Available now! Telegram Research 2025 โ the year's key insights 
Python Programming Books
Open in Telegram
Best Resource to learn Python Programming & DSA (Data Structure and Algorithms) ๐๐ For collaborations: @coderfun
Show more๐ 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 58 146 subscribers, ranking 2 291 in the Technologies & Applications category and 6 221 in the India region.
๐ Audience metrics and dynamics
Since its creation on ะฝะตะฒัะดะพะผะพ, the project has demonstrated rapid growth, gathering an audience of 58 146 subscribers.
According to the latest data from 09 June, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 505 over the last 30 days and by 9 over the last 24 hours, overall reach remains high.
- Verification status: Not verified
- Engagement rate (ER): The average audience engagement rate is 7.95%. 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.
๐ Description and content policy
The author describes the resource as a platform for expressing subjective opinions:
โBest Resource to learn Python Programming & DSA (Data Structure and Algorithms) ๐๐
For collaborations: @coderfunโ
Thanks to the high frequency of updates (latest data received on 10 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.
58 146
Subscribers
+924 hours
+1287 days
+50530 days
Data loading in progress...
Similar Channels
Tags Cloud
Incoming and Outgoing Mentions
---
---
---
---
---
---
Attracting Subscribers
June '26
June '26
+149
in 4 channels
May '26
+588
in 4 channels
Get PRO
April '26
+444
in 7 channels
Get PRO
March '26
+181
in 4 channels
Get PRO
February '26
+575
in 10 channels
Get PRO
January '26
+970
in 5 channels
Get PRO
December '25
+747
in 2 channels
Get PRO
November '25
+872
in 1 channels
Get PRO
October '25
+969
in 7 channels
Get PRO
September '25
+1 046
in 6 channels
Get PRO
August '25
+1 292
in 9 channels
Get PRO
July '25
+1 117
in 13 channels
Get PRO
June '25
+1 496
in 15 channels
Get PRO
May '25
+2 768
in 15 channels
Get PRO
April '25
+3 931
in 18 channels
Get PRO
March '25
+921
in 14 channels
Get PRO
February '25
+579
in 16 channels
Get PRO
January '25
+795
in 27 channels
Get PRO
December '24
+571
in 4 channels
Get PRO
November '24
+1 399
in 6 channels
Get PRO
October '24
+1 890
in 9 channels
Get PRO
September '24
+1 356
in 9 channels
Get PRO
August '24
+1 758
in 8 channels
Get PRO
July '24
+4 630
in 13 channels
Get PRO
June '24
+4 027
in 15 channels
Get PRO
May '24
+3 599
in 5 channels
Get PRO
April '24
+3 352
in 5 channels
Get PRO
March '24
+4 408
in 8 channels
Get PRO
February '24
+3 445
in 2 channels
Get PRO
January '24
+4 894
in 1 channels
Get PRO
December '23
+3 583
in 0 channels
Get PRO
November '23
+814
in 7 channels
Get PRO
October '23
+962
in 5 channels
Get PRO
September '23
+2 941
in 0 channels
| Date | Subscriber Growth | Mentions | Channels | |
| 10 June | +1 | |||
| 09 June | +11 | |||
| 08 June | +9 | |||
| 07 June | +31 | |||
| 06 June | +17 | |||
| 05 June | +31 | |||
| 04 June | +28 | |||
| 03 June | +8 | |||
| 02 June | +11 | |||
| 01 June | +2 |
Channel Posts
โ
Machine Learning Roadmap: Step-by-Step Guide to Master ML ๐ค๐
Whether youโre aiming to be a data scientist, ML engineer, or AI specialist โ this roadmap has you covered ๐
๐ 1. Math Foundations
โฆ Linear Algebra (vectors, matrices)
โฆ Probability & Statistics basics
โฆ Calculus essentials (derivatives, gradients)
๐ 2. Programming & Tools
โฆ Python basics & libraries (NumPy, Pandas)
โฆ Jupyter notebooks for experimentation
๐ 3. Data Preprocessing
โฆ Data cleaning & transformation
โฆ Handling missing data & outliers
โฆ Feature engineering & scaling
๐ 4. Supervised Learning
โฆ Regression (Linear, Logistic)
โฆ Classification algorithms (KNN, SVM, Decision Trees)
โฆ Model evaluation (accuracy, precision, recall)
๐ 5. Unsupervised Learning
โฆ Clustering (K-Means, Hierarchical)
โฆ Dimensionality reduction (PCA, t-SNE)
๐ 6. Neural Networks & Deep Learning
โฆ Basics of neural networks
โฆ Frameworks: TensorFlow, PyTorch
โฆ CNNs for images, RNNs for sequences
๐ 7. Model Optimization
โฆ Hyperparameter tuning
โฆ Cross-validation & regularization
โฆ Avoiding overfitting & underfitting
๐ 8. Natural Language Processing (NLP)
โฆ Text preprocessing
โฆ Common models: Bag-of-Words, Word Embeddings
โฆ Transformers & GPT models basics
๐ 9. Deployment & Production
โฆ Model serialization (Pickle, ONNX)
โฆ API creation with Flask or FastAPI
โฆ Monitoring & updating models in production
๐ 10. Ethics & Bias
โฆ Understand data bias & fairness
โฆ Responsible AI practices
๐ 11. Real Projects & Practice
โฆ Kaggle competitions
โฆ Build projects: Image classifiers, Chatbots, Recommendation systems
๐ 12. Apply for ML Roles
โฆ Prepare resume with projects & results
โฆ Practice technical interviews & coding challenges
โฆ Learn business use cases of ML
๐ก Pro Tip: Combine ML skills with SQL and cloud platforms like AWS or GCP for career advantage.
๐ฌ Double Tap โฅ๏ธ For More!
| 2 | Bu๐ถ๐น๐ฑ ๐ฅ๐ฒ๐๐๐บ๐ฒ๐ ๐ฎ๐ป๐ฑ ๐ฝ๐ฟ๐ฒ๐ฝ๐ฎ๐ฟ๐ฒ ๐ณ๐ผ๐ฟ ๐๐ป๐๐ฒ๐ฟ๐๐ถ๐ฒ๐s
1. Interviewai.me โข Mock interview with Al
2. Jobwizard.earlybird. rocks โข Auto fill job applicaions
3. Interviewgpt.a โข Interview questions
4. Majorgen.com โข Resume and cover letter builder
5. Metaview.ai โข Interview notes
6. Kadoa.com/joblens โข Personalized job recommendations
7. Huru.ai โข Mock interview and get feedback
8. Accio.springworks.in โข Resume scan
9. Interviewsby.a โข ChatGPT-based interview coach
10. MatchThatRoleAl.com โข Job search
11. Applyish.com โข Apply automatically
12. HnResumeToJobs.com โข Resume to jobs
13. FixMyResume.xyz โข Fix your resume
14. Resumatic.ai โข Create your resume with ChatGPT
15. Rankode.ai โข Rank your programming skills
Bonus: Apply for AI jobs โ http://t.me/aijobz | 5 474 |
| 3 |  ๐ก Level Up Your IT Career in 2026 โ For FREE
Areas covered: #Python #AI #Cisco #PMP #Fortinet #AWS #Azure #Excel #CompTIA #ITIL #Cloud + more
๐ Download each free resource here:
โข Free Courses (Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS)
๐https://bit.ly/492lupg
โข IT Certs E-book
๐https://bit.ly/4vXETS8
โข IT Exams Skill Test
๐ https://bit.ly/4t1fhkB
โข Free AI Materials & Support Tools
๐ https://bit.ly/4cWlwQL
โข Free Cloud Study Guide
๐https://bit.ly/4cU6F9h
๐ฒ Need exam help? Contact admin: wa.link/qse4fe
๐ฌ Join our study group (free tips & support): https://chat.whatsapp.com/K3n7OYEXgT1CHGylN6fM5a | 0 |
| 4 | ![Top 10 Python One Liners! 1๏ธโฃ Reverse a string: reversed_string = "Hello World"[::-1] 2๏ธโฃ Check if a number is even: is_even](data:image/jpeg;base64,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){kind=small} Top 10 Python One Liners!
1๏ธโฃ Reverse a string:
reversed_string = "Hello World"[::-1]
2๏ธโฃ Check if a number is even:
is_even = lambda x: x % 2 == 0
3๏ธโฃ Find the factorial of a number:
factorial = lambda x: 1 if x == 0 else x * factorial(x - 1)
4๏ธโฃ Read a file and print its contents:
[print(line.strip()) for line in open('file.txt')]
5๏ธโฃ Create a list of squares:
squares = [x**2 for x in range(10)]
6๏ธโฃ Flatten a list of lists:
flat_list = [item for sublist in [[1, 2], [3, 4], [5, 6]] for item in sublist]
7๏ธโฃ Find the length of a list:
length = len([1, 2, 3, 4])
8๏ธโฃ Create a dictionary from two lists:
keys = ['a', 'b', 'c']; values = [1, 2, 3]; dictionary = dict(zip(keys, values))
9๏ธโฃ Generate a list of random numbers:
import random; random_numbers = [random.randint(0, 100) for _ in range(10)]
๐ 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 โ๏ธ | 0 |
| 5 |  +3๐ฐ Python Developer
Most commonly asked questions in an interview (collage placement) | 0 |
| 6 | Important Topics You Should Know to Learn Python ๐
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 Python๐๐
๐ Free Python course by Google
https://developers.google.com/edu/python
๐ Freecodecamp Python course
https://www.freecodecamp.org/learn/data-analysis-with-python/#
๐ Udacity Intro to Python course
https://bit.ly/3FOOQHh
๐Python Cheatsheet
https://t.me/pythondevelopersindia/262?single
๐ Practice Python
http://www.pythonchallenge.com/
๐ Kaggle
https://kaggle.com/learn/intro-to-programming
https://kaggle.com/learn/python
๐ ๐ฃ๐ฟ๐ผ๐ด๐ฟ๐ฎ๐บ๐บ๐ถ๐ป๐ด ๐๐๐๐ฒ๐ป๐๐ถ๐ฎ๐น๐ ๐ถ๐ป ๐ฃ๐๐๐ต๐ผ๐ป
https://netacad.com/courses/programming/pcap-programming-essentials-python
๐ Python Essentials
https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L
https://t.me/dsabooks
๐ ๐ฆ๐ฐ๐ถ๐ฒ๐ป๐๐ถ๐ณ๐ถ๐ฐ ๐๐ผ๐บ๐ฝ๐๐๐ถ๐ป๐ด ๐๐ถ๐๐ต ๐ฃ๐๐๐ต๐ผ๐ป
https://freecodecamp.org/learn/scientific-computing-with-python/
๐ ๐๐ฎ๐๐ฎ ๐๐ป๐ฎ๐น๐๐๐ถ๐ ๐๐ถ๐๐ต ๐ฃ๐๐๐ต๐ผ๐ป
https://freecodecamp.org/learn/data-analysis-with-python/
๐ ๐ ๐ฎ๐ฐ๐ต๐ถ๐ป๐ฒ ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด ๐๐ถ๐๐ต ๐ฃ๐๐๐ต๐ผ๐ป
https://freecodecamp.org/learn/machine-learning-with-python/
ENJOY LEARNING ๐๐ | 0 |
| 7 |  ๐ฅ2026 New IT Certification Prep Kit โ Free!
SPOTO cover: #Python #AI #Cisco #PMI #Fortinet #AWS #Azure #Excel #CompTIA #ITIL #Cloud + more
โ
Grab yours free kit now:
โข Free Courses (Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS)
๐ https://bit.ly/4tBOrAn
โข IT Certs E-book(Cisco, PMI, huawei, ccna/ccnp, ISACA, Microsoft, CompTIA)
๐https://bit.ly/4spTJOu
โข IT Exams Skill Test
๐ https://bit.ly/4taBZrp
โข Free AI Materials & Support Tools
๐ https://bit.ly/4snzUaq
โข Free Cloud Study Guide
๐ https://bit.ly/4mfFVo4
๐ฌ Need exam help? Contact admin: wa.link/pdioe4
โ
Join our IT community: get free study materials, exam tips & peer support
https://chat.whatsapp.com/BiazIVo5RxfKENBv10F444 | 0 |
| 8 |  Top 10 colleges for CS and AI by TOI and The Daily Jagran.
Built by top tech leaders from Google, Meta, Open AI
SST Offers:
โก๏ธ 4 Years Program in CS/AI and AI + B
โก๏ธ 96% Internship Placement Rate with 2L/Mon highest Stipend
โก๏ธ Advanced AI Curriculum where students learn by building projects
So if you are serious about pursuing a career in CS and AI- Apply now for the entrance exam NSET.
Students with good JEE scores can directly advance to interview round.
Registeration Link:https://scalerschooloftech.com/4sZAYSQ
Coupon: TEST500
Limited Seats only!! | 0 |
| 9 |  ๐ฐ Useful Python string formatting types base in placeholder | 0 |
| 10 | ๐ 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.
โถ๏ธ Introduction to Python Programming
โถ๏ธ Data Structures and Algorithms
โถ๏ธ Mathematics for Computer Science
โถ๏ธ Machine Learning
โถ๏ธ Deep Learning
โถ๏ธ Artificial Intelligence
โถ๏ธ Machine Learning in Healthcare
โถ๏ธ Database Management Systems
โถ๏ธ Operating Systems
โถ๏ธ One-Variable Calculus
โถ๏ธ Many-Variable Calculus
โถ๏ธ Introduction to Probability Theory
โถ๏ธ Statistics
โถ๏ธ Probability Theory and Statistics
โถ๏ธ Linear Algebra
โถ๏ธ Matrix Calculus for Machine Learning
โถ๏ธ Java Programming
โถ๏ธ Design and Analysis of Algorithms
โถ๏ธ Advanced Data Structures
โถ๏ธ Introduction to Computational Thinking
tags: #courses
โกhttps://t.me/python53 | 0 |
| 11 | 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 itโs a palindrome
3. Explore Pythonโs Core Libraries: Familiarize yourself with Pythonโs 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 Pythonโs 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 Redditโs 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 Pythonโs 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 ๐๐ | 0 |
