Data Science & Machine Learning - https://drive.google.com/drive/folders/1T4q3oFYLFMPXreakZWy6rcegpDLSDDyF?usp=sharing

Channel
CodeCrafters
@codecrafters11
On this record: Topic · Growth · Engagement · Reactions · Posts · Telegram's recommendations · Cite this entry
3,487subscribers
-76 since we began measuring on 18 August 2026
Risers and fallers across the register · movement among entries of 3,162–10,000.
Register entry
| Telegram ID | -1001974386488 |
|---|---|
| Type | Channel |
| Username | @codecrafters11 |
| Created | Between 1 April 2023 and 31 October 2023 — estimated from Telegram’s id allocation, not measured. How this range is calculated. |
| First recorded | 18 August 2026 |
| Last confirmed live | 20 October 2026 |
| Measurements held | 16 |
| Confirmed unchanged | 1 time, most recently 20 October 2026 |
| On Telegram | t.me/codecrafters11 |
Topic
Education — a classification, not a measurement. An on-box language model (Qwen3.6-35B-A3B-FP8, prompt version 1) read this channel’s own recent posts on 14 September 2026 and assigned it the closest of 31 fixed categories, at 67% confidence. This is a model’s judgement about what the channel is likely to be about, not a fact this register measured the way a subscriber count or a view count is measured — it can be revised on a later pass, and it carries no weight anywhere else on this page. How this classification works, and why it has no browse page of its own yet.
Growth
| Measured (UTC) | Subscribers | Change |
|---|---|---|
| 20 Oct 2026, 12:46 | 3,487 | -5 |
| 17 Oct 2026, 07:44 | 3,492 | -15 |
| 14 Oct 2026, 07:44 | 3,507 | -8 |
| 10 Oct 2026, 18:57 | 3,515 | -12 |
| 4 Oct 2026, 23:15 | 3,527 | -13 |
| 25 Sept 2026, 17:36 | 3,540 | -12 |
| 17 Sept 2026, 10:15 | 3,552 | -1 |
| 13 Sept 2026, 01:36 | 3,553 | -4 |
| 9 Sept 2026, 02:36 | 3,557 | -3 |
| 3 Sept 2026, 09:46 | 3,560 | -5 |
| 31 Aug 2026, 09:13 | 3,565 | -4 |
| 28 Aug 2026, 14:57 | 3,569 | +8 |
| 25 Aug 2026, 23:24 | 3,561 | +1 |
| 22 Aug 2026, 21:49 | 3,560 | -2 |
| 19 Aug 2026, 19:03 | 3,562 | -1 |
| 18 Aug 2026, 23:15 | 3,563 | first reading |
Engagement
20 posts held, back to 2 January 2025 — the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 1 page of Telegram’s post history, 20 posts per page.
Nothing published in the last 30 days. ERR and ER are rolling 30-day measures, so there is nothing to compute — we hold 20 posts for this entry, the most recent from 10 August 2026. An engagement rate over an empty window would be a number about nothing.
Reaction mix
94 reactions across 16 posts, in 9 distinct kinds. The most used accounts for 45.7% of them.
| Reaction | Count | Share | Share, drawn |
|---|---|---|---|
| 👍 | 43 | 45.7% | |
| ❤ | 38 | 40.4% | |
| 🔥 | 5 | 5.32% | |
| ⚡ | 3 | 3.19% | |
| ☃ | 1 | 1.06% | |
| 👏 | 1 | 1.06% | |
| 💩 | 1 | 1.06% | |
| 😍 | 1 | 1.06% | |
| 🥰 | 1 | 1.06% |
No sentiment is inferred, and none should be read in. This table is ordered by count and by nothing else. Emoji do not carry stable meaning across languages or communities — 🙏 is thanks in one channel and mourning in another — so we publish which ones were pressed and how often, and pass no judgement on what an audience meant by them.
Precision. Telegram publishes reaction counts per emoji and short-forms each one — 4.34K, 1.2M — so any single kind at or above 1,000 reaches us at three significant figures, and only counts below 1,000 are exact. The shares above are ratios of those figures and carry the same error. This is also why the total here can differ slightly from a reaction total printed elsewhere on the page: both are sums of the same rounded parts, taken over samples with different edges.
Coverage. Reactions were read on 16 of the 20 sampled posts in this sample. Summed by Telegram’s own count on each post — not by adding up the per-emoji breakdown above — those same posts carry 94 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.
Measured over the 20 most recent posts we hold, published 2 January 2025 to 10 August 2026, using the newest reading held for each. Telegram Stars are excluded: they are a payment, not a reaction, and they have their own section.
Recent posts
AI Engineer Roadmap (2026) : 1. Python 2. Git & GitHub 3. Linux Basics 4. SQL + PostgreSQL 5. Data Structures & Algorithms 6. Statistics & Linear Algebra 7. Machine Learning 8. Deep Learning (PyTorch) 9. Transformers 10. Prompt Engineering 11. LLM APIs (OpenAI, Claude, Gemini) 12. Embeddings 13. Vector Databases (Pinecone, Qdrant, pgvector) 14. RAG (Retrieval-Augmented Generation) 15. AI Agents (LangGraph, CrewAI, O…
❤3💩1
TOP DATA ANALYST TOOL STACKS: ✅ SQL + Python = automation powerhouse ✅ Excel + Power BI = business-friendly analysis ✅ Power Query + Power BI = clean pipelines ✅ SQL + Tableau = flexible visual stories ✅ Python + Jupyter = reproducible analysis Your stack is your superpower.
Fundamental Skills You Need to become! 🚀💻
❤2
Stage 1 – HTML 📄 Stage 2 – CSS 🎨 Stage 3 - Git + GitHub 🐙 Stage 4 – JavaScript, DOM 💻 Stage 5 – React VueJS Svetle || Angular ⚛️ Stage 6 – REST API 🔗 Stage 7 – Node.js 🟩 Stage 8 – Mongo 🌿 Stage 9 – Build projects to gain experience 🚀 Full Stack developer. 🙌
FREE Sites to Host Backend Code🔥 ◾️Vercel ◾️Netlify Functions ◾️Render ◾️Fly .io ◾️Glitch ◾️Cyclic .sh ◾️Railway .app ◾️Supabase ◾️Appwrite ◾️Firebase ◾️Planet scale ◾️Sanity .io ◾️Deta. sh ◾️Stormkit .io ◾️Cloudflare Workers ◾️Google Cloud Functions
👍15❤5
CSS Fonts Cheatsheet🔥
❤3
Javascript - Array methods
👍1😍1
Best Websites for Code Snippets in 2025 👇 🔥 Codepen 🔥 CSS Deck 🔥 Free FrontEnd 🔥 CodeMyUI 🔥 Codesandbox 🔥 Codepad 🔥 30 seconds of code 🔥 Little Snippets 🔥 CSS-TRICKS 🔥 W3Schools 🔥 Code to go 🔥 Snipplr 🔥 Web Code Tools 🔥 Codeply
❤1👍1
Stage 1 – HTML Stage 2 – CSS (Grid, Flex) Stage 3 - Git, GitHub Stage 4 – JavaScript, DOM Stage 5 – React VueJS Svetle || Angular Stage 6 – Node.js Stage 7 – MySQL || MongoDB Stage 8 – CRUD pattern Stage 9 – Build projects to gain experience 🏆 – Full Stack developer. 🙌
❤3👍1🥰1
Learn for Free 🌐 HTML - w3schools .com 🎨 CSS - web .dev/learn/css 📜 JavaScript - javascript .info ⚛️ React - react-tutorial .app 🔗 API - rapidapi .com/learn 🐍 Python - learnpython .org 🌬️ Tailwind CSS - tailwindcss .com 🗄️ SQL - SQLzap .com 🔧 Git and GitHub - git-scm .com 🟢 Node.js - nodejs .dev/learn 🌱 Django - djangoproject .com/start 💎 Ruby on Rails - guides.rubyonrails .org 📱 Flutter - flutter .dev/docs ☕ Kotlin…
👍5❤3
Best YouTube Channels for back-end/full-stack developers. Corey Schafer: Python, Git, SQL, Terminal tutorials, JavaScript, Computer Science fundamentals Hussein Nasser: Backend Development, System Architecture, Database Engineering, Data Structures TechwithTim: Python, Rust, Golang, JavaScript, C++, libraries Better Stack: Python, PHP, Golang, DevOps, Logging, Monitoring Conaticus: Rust, JavaScript, C++, C#, Pyt…
👍2⚡1
Showing the 12 most recent of 20 posts we hold for @codecrafters11. View and reaction counts are the latest single reading for each post, not a live figure, and a recent post is still accumulating both. A view count marked ≈ was rounded by Telegram before we ever saw it — t.me prints views in full below 1,000 and to three significant figures above, so ≈1,200,000 means somewhere between 1,150,000 and 1,249,999. Unmarked counts are exact. Text is reproduced from the public post preview and truncated for length.
Appears in Telegram’s recommendations for other channels
The reverse of the list above, and a different kind of signal. This does not require this channel to have ever been asked about directly — each row below is a channel we DID ask Telegram about, whose Telegram-generated list happened to include this one. A channel can appear here with an empty list above it, because being named by someone else’s query is independent of having been queried itself.
@web_devs_i · 22,522
Telegram ranks this channel #7 of 54 here — alongside 53 others — read 19 September 2026
@webdevelopment657 · 22,095
Telegram ranks this channel #8 of 83 here — alongside 82 others — read 20 September 2026
@codingstella · 56,666
Telegram ranks this channel #12 of 84 here — alongside 83 others — read 23 August 2026
@codewith_muhilan · 23,431
Telegram ranks this channel #14 of 83 here — alongside 82 others — read 17 September 2026
@code_wars_official · 43,558
Telegram ranks this channel #14 of 73 here — alongside 72 others — read 28 August 2026
@webguild · 51,130
Telegram ranks this channel #25 of 86 here — alongside 85 others — read 24 August 2026
@developperHome · 67,521
Telegram ranks this channel #39 of 83 here — alongside 82 others — read 20 August 2026
@coding_knwledge01 · 77,657
Telegram ranks this channel #53 of 82 here — alongside 81 others — read 18 August 2026
This channel appears in 8 seed channels' Telegram-generated recommendation lists in total. Each is Telegram’s list for THAT channel, not this one — see how this is measured.
Cite this entry
A live page changes as we take new readings, so a citation should name the measurement it is based on, not just the URL. The line below cites the subscriber count as measured 20 October 2026 — this entry's latest reading, not the date you are reading this.
“CodeCrafters” (@codecrafters11), 3,487 subscribers as measured 20 October 2026. Telegram Register, tgregister.com/channel/codecrafters11.
Full measurement history, CC BY 4.0. Every reading this register holds for this entry, not just the latest one, as a dated, downloadable record: CSV · JSON. Free to use with attribution to tgregister.com. Each file carries its own generation timestamp, which is the figure to cite for exactly when the data was retrieved.