Codehub
Open in Telegram
š Analytical overview of Telegram channel Codehub
Channel Codehub (@pythonadvisorai) in the English language segment is an active participant. Currently, the community unites 32 435 subscribers, ranking 3 997 in the Technologies & Applications category and 1 011 in the Malaysia region.
š Audience metrics and dynamics
Since its creation on Š½ŠµŠ²ŃŠ“Š¾Š¼Š¾, the project has demonstrated rapid growth, gathering an audience of 32 435 subscribers.
According to the latest data from 29 August, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by -465 over the last 30 days and by -16 over the last 24 hours, overall reach remains high.
- Verification status: Not verified
- Engagement rate (ER): The average audience engagement rate is 3.42%. Within the first 24 hours after publication, content typically collects 1.85% reactions from the total number of subscribers.
- Post reach: On average, each post receives 0 views. Within the first day, a publication typically gains 599 views.
- Reactions and interaction: The audience actively supports content: the average number of reactions per post is 0.
š Description and content policy
The author describes the resource as a platform for expressing subjective opinions:
āFree Programming resources.ā
Thanks to the high frequency of updates (latest data received on 30 August, 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.
32 435
Subscribers
-1624 hours
-1187 days
-46530 days
Posts Archive
32 441
An Introduction for Statistical Learning
I call this book as Bible for applied statistics and machine learning, and I use it as my first go-to resource for any regression problem.
The book covers following topics:
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Sparse methods for classification and regression
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Decision trees and Boosting
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Support vector machines
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Clustering
Recently 2nd edition is released and topics added to the 2nd edition are:
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Deep learning
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Survival analysis
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Multiple testing
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Naive Bayes, linear Models
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Bayesian additive regress trees
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Matrix completion
This books hard copy is available on Amazon
And PDF version is available for FREE here.
32 441
and - A logical operator
as - To create an alias
assert - For debugging
break - To break out of a loop
class - To define a class
continue - To continue to the next iteration of a loop
def - To define a function
del - To delete an object
elif - Used in conditional statements, same as else if
else - Used in conditional statements
except - Used with exceptions, what to do when an exception occurs
False - Boolean value, result of comparison operations
for - To create a for loop
from - To import specific parts of a module
global - To declare a global variable
if - To make a conditional statement
import - To import a module
in - To check if a value is present in a list, tuple, etc.
is - To test if two variables are equal
lambda - To create an anonymous function
None - Represents a null value
nonlocal - To declare a non-local variable
not - A logical operator
or - A logical operator
pass - A null statement, a statement that will do nothing
raise - To raise an exception
return - To exit a function and return a value
True - Boolean value, result of comparison operations
try - To make a try...except statement
while - To create a while loop
with - Used to simplify exception handling
yield - To end a function, returns a generator
32 441
You don't need to buy a GPU for machine learning work!
There are other alternatives. Here are some:
1. Google Colab
2. Kaggle
3. Deepnote
4. AWS SageMaker
5. GCP Notebooks
6. Azure Notebooks
7. Cocalc
8. Binder
9. Saturncloud
10. Datablore
11. IBM Notebooks
Spend your time focusing on your problem.šŖšŖ Let others worry about the hardware!!
32 441
ā”ļø Best websites to test your hacking skills ā”ļø
https://pwnable.kr/
https://hack.me/
https://ctflearn.com/
https://google-gruyere.appspot.com/
https://www.root-me.org/en/
https://www.hackthebox.eu/
https://www.hacking-lab.com/
http://www.gameofhacks.com/
https://overthewire.org/
https://microcorruption.com/
https://xss-game.appspot.com/?utm_source...dium=email
https://www.hackthissite.org/pages/index/index.php
https://crackmes.one/
https://pentest.training/
https://www.hellboundhackers.org/
http://hax.tor.hu/
https://thisislegal.com/
https://tryhackme.com/
32 441
ā”ļø Best websites to test your hacking skills ā”ļø
https://pwnable.kr/
https://hack.me/
https://ctflearn.com/
https://google-gruyere.appspot.com/
https://www.root-me.org/en/
https://www.hackthebox.eu/
https://www.hacking-lab.com/
http://www.gameofhacks.com/
https://overthewire.org/
https://microcorruption.com/
https://xss-game.appspot.com/?utm_source...dium=email
https://www.hackthissite.org/pages/index/index.php
https://crackmes.one/
https://pentest.training/
https://www.hellboundhackers.org/
http://hax.tor.hu/
https://thisislegal.com/
https://tryhackme.com/
32 441
Don't only learn programming languages and frameworks. Also, learn:
- Problem-solving - Critical thinking - People skills - Software design and architecture - Computer science fundamentals
Languages and frameworks can be your entry, but the above help you keep your job
