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Machine Learning with Python

Machine Learning with Python

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Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers. Admin: @HusseinSheikho || @Hussein_Sheikho

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πŸ“ˆ Analytical overview of Telegram channel Machine Learning with Python

Channel Machine Learning with Python (@codeprogrammer) in the English language segment is an active participant. Currently, the community unites 68 117 subscribers, ranking 2 375 in the Education category and 4 809 in the India region.

πŸ“Š Audience metrics and dynamics

Since its creation on Π½Π΅Π²Ρ–Π΄ΠΎΠΌΠΎ, the project has demonstrated rapid growth, gathering an audience of 68 117 subscribers.

According to the latest data from 26 August, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 120 over the last 30 days and by -14 over the last 24 hours, overall reach remains high.

  • Verification status: Not verified
  • Engagement rate (ER): The average audience engagement rate is 4.55%. Within the first 24 hours after publication, content typically collects 2.02% reactions from the total number of subscribers.
  • Post reach: On average, each post receives 3 099 views. Within the first day, a publication typically gains 1 378 views.
  • Reactions and interaction: The audience actively supports content: the average number of reactions per post is 5.
  • Thematic interests: Content is focused on key topics such as insidead, learning, degree, evaluation, algorithm.

πŸ“ Description and content policy

The author describes the resource as a platform for expressing subjective opinions:
β€œLearn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers. Admin: @HusseinSheikho || @Hussein_Sheikho”

Thanks to the high frequency of updates (latest data received on 27 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 Education category.

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68 117
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Posts Archive
AI is moving fast. Accountability is not. That is why we built the open source core of Forkit Dev. Forkit Dev introduces Model Passports and Agent Passports so AI systems can be tracked, verified, and understood across their lifecycle. Open source repo: https://github.com/arpitasarker01/Forkit_Dev If you care about trustworthy AI, open source infrastructure, model lineage, or compliance ready deployment, check it out and share your thoughts.

Do you know that Python can shift sequences without slicing and creating new lists? πŸ€” When you need to cyclically shift data, many use slicing:
data = data[-1:] + data[:-1]
But deque.rotate() does this at the level of the data structure and usually works more efficiently for cyclical operations. πŸš€
q.rotate(1)
A negative value rotates the queue in the other direction. ⬅️
q.rotate(-2)
This is useful for ring buffers, task schedulers, cyclical queues, and round-robin algorithms. πŸ”„
workers.rotate(-1)
πŸ”₯ deque.rotate() allows you to implement cyclical data structures without manual index logic and without creating new lists. πŸ’‘ πŸ‘‰ Python Ready | #tip #Python #Programming #Deque #CodingTips #Tech #DevCommunity

Do you know that Python can shift sequences without slicing and creating new lists? When you need to cyclically shift data, many use slicing:
data = data[-1:] + data[:-1]
But `deque.rotate() does this at the level of the data structure and usually works more efficiently for cyclical operations. ``python q.rotate(1)
A negative value rotates the queue in the other direction.
python q.rotate(-2)
This is useful for ring buffers, task schedulers, cyclical queues, and round-robin algorithms.
python workers.rotate(-1) ` πŸ”₯ `deque.rotate()` allows you to implement cyclical data structures without manual index logic and without creating new lists. #Python #deque #rotate #Programming #Coding #DevTips

Repost from Machine Learning
πŸ‘£ Rust Interview Deep Dive πŸ¦€πŸ” A repository for systematic preparation for Rust interviews at the middle, senior, and staff levels. πŸ’ΌπŸ“š Inside 100 real questions from interviews in product and infrastructure companies, detailed analyses with code examples and scenarios of tasks that occur in production. πŸ’»πŸ—οΈ Not "guess the program's output", but the mechanics on which real services are built. πŸ› οΈπŸš€ Here are lock-free structures, self-referential types in async, FFI with tensor libraries, correct Send on guards via await, memory ordering under loom, soundness of custom collections. πŸ”’βš‘ And it all starts with the basics. Ownership, borrowing, lifetimes. πŸ§±πŸ”„ Those who want can start from scratch or at the staff level. πŸšΆβ€β™‚οΈπŸ‘¨β€πŸ’» https://github.com/Develp10/rustinterviewquiestions πŸ”— #Rust #Programming #InterviewPrep #SoftwareEngineering #SystemsProgramming #CareerGrowth

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Cheat sheet on the basics of Python: πŸπŸ“š basic syntax and language rules πŸ“ scalar types β€” basic data types (int, float, boo
Cheat sheet on the basics of Python: πŸπŸ“š basic syntax and language rules πŸ“ scalar types β€” basic data types (int, float, bool, str, NoneType) πŸ”’ datetime β€” working with date and time πŸ“…β° data structures β€” Python data structures (list, tuple, dict, set) πŸ—„ list β€” mutable lists for storing data collections πŸ“‹ tuple β€” immutable sequences of values πŸ”’ dict (hash map) β€” storing data in a key-value format πŸ— set β€” unique elements without order πŸ”˜ slicing β€” obtaining parts of sequences through indices and step βœ‚οΈ module/library β€” connecting modules and libraries πŸ”Œ help functions β€” using help() and dir() to explore the Python API πŸ›  #Python #Coding #DataScience #Programming #Tech #DevCommunity

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reader3 πŸ“šβœ¨ When you want to connect an AI like Gemini to help you analyze books or content, copying text from a reader usual
reader3 πŸ“šβœ¨ When you want to connect an AI like Gemini to help you analyze books or content, copying text from a reader usually becomes a hassle. πŸ˜©πŸ’» Especially if you want to discuss a book by chapters. Highlighting text manually and copying it disrupts the flow and feels like a waste of time. ⏳🚫 Yesterday, Andrzej Karpati, a well-known AI expert, released a new project to the public: reader3, which solves this problem very neatly. πŸŽ‰πŸ› οΈ It's a lightweight EPUB reader that allows you to read a book together with AI. πŸ€–πŸ“– Its interface is as minimalist as possible: only the necessary reading and navigation functions. πŸ“‰πŸ§­ You can also manage your library through folders. πŸ“βœ¨ The key feature is that it breaks an EPUB into chapters and displays the content one chapter at a time. πŸ”“πŸ“„ This makes it easy to copy the needed part of the book and pass it to a large model for analysis or discussion. πŸ“‹πŸ”„ It significantly improves the reading experience when paired with AI. πŸš€πŸ§  And it's very easy to get started - just run two commands via uv. βš‘πŸ› οΈ As a result, it's an excellent tool for those who love reading and want to use AI as a companion for text analysis. πŸ“šπŸ€πŸ€– πŸ“ Language: #Python 61.0% ⭐️ Stars: 1.5k ➑️ Link to GitHub https://github.com/karpathy/reader3 #AI #Python #Reader3 #Tech #BookLovers #Github https://t.me/CodeProgrammer βœ…

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