Channel

دستاوردهای یادگیری عمیق(InTec)

@pytens

On this record: Topic · Growth · Engagement · What this channel posts · Reactions · Posts · Citations · Telegram's recommendations · Cite this entry

9,911subscribers

+161 since we began measuring on 6 August 2026

Risers and fallers across the register · movement among entries of 3,162–10,000.

Register entry

Telegram ID	-1001206308282
Type	Channel
Username	@pytens
Created	Between 1 March 2018 and 31 August 2021 — estimated from Telegram’s id allocation, not measured. How this range is calculated.
First recorded	6 August 2026
Last confirmed live	27 September 2026
Measurements held	15
Confirmed unchanged	1 time, most recently 27 September 2026
On Telegram	t.me/pytens

Topic

Technology — 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 11 September 2026 and assigned it the closest of 31 fixed categories, at 85% 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

15 measurements spanning 52 days, net +161. Dots are measurements; the straight line between them is drawn to join them, not to claim we know the path taken in between — snapshots are recorded only when a count changes, so gaps mean “no change observed”, never “interpolated”. The vertical axis spans 9,726–9,935 and does not start at zero.

Measurement log — every subscribers count we have recorded
Measured (UTC)	Subscribers	Change
27 Sept 2026, 11:57	9,911	+36
18 Sept 2026, 04:38	9,875	+12
14 Sept 2026, 07:57	9,863	+19
10 Sept 2026, 06:57	9,844	+42
4 Sept 2026, 23:59	9,802	+1
1 Sept 2026, 00:24	9,801	+11
29 Aug 2026, 06:43	9,790	-4
26 Aug 2026, 00:17	9,794	+4
19 Aug 2026, 01:24	9,790	+11
16 Aug 2026, 03:17	9,779	+2
12 Aug 2026, 21:58	9,777	+14
10 Aug 2026, 03:12	9,763	+8
7 Aug 2026, 07:55	9,755	+5
6 Aug 2026, 12:30	9,750	no change
6 Aug 2026, 12:25	9,750	first reading

Engagement

21 posts held, back to 30 May 2026 — the reader has not yet reached the start of this channel’s public history, so older posts may sit further back, unread. Read across 36 pages 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 21 posts for this entry, the most recent from 18 August 2026. An engagement rate over an empty window would be a number about nothing.

What this channel posts

Video runtime: 6s
Average length: 6s

Measured directly from 1 video with a duration reading, out of the posts we hold for this channel — not this channel’s whole posting history, only the sample this register has actually read. An exact reading to the second, taken from the post itself rather than from Telegram’s own rounded chrome, so it carries no ≈ mark.

Reaction mix

389 reactions across 21 posts, in 2 distinct kinds. The most used accounts for 58.4% of them.

Every reaction kind recorded on the sample, most used first
Reaction	Count	Share	Share, drawn
❤	227	58.4%
👍	162	41.6%

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 21 of the 21 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 389 reactions in total: the kind of figure the paragraph above means by “a reaction total printed elsewhere on the page”.

Measured over the 21 most recent posts we hold, published 30 May 2026 to 18 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

18 Aug 2026, 21:05 UTC≈1,260 views28 reactionsread 29 August 2026

Forwarded from @per3onnel

چون به این علاقه داشتید و share کردید (بیش از ۴۰۰ بار)‌ گفتم براتون یک آموزش دیگه هم بذارم؛ این یکی برای اون‌هایی که به deep learning علاقه‌دارند تازه شروع کردند یا می‌خوان شروع کنند و مباحث زیاد هست و پیش‌نیازها بیشتر. Carnegie Mellon University Deep Learning من این کانال رو چندسالی هست که خودم دنبال می‌کنم؛ همینجا بگم که بهترین لهجه انگلیسی توی این کانال نیست اما یک نگاهی به ویدئوهای اخیرشون برای دوره Intro to d…

❤25👍3

2 Aug 2026, 09:27 UTC≈2,500 views21 reactionsread 29 August 2026

Forwarded from @per3onnel

در ادامه پروسه‌های باگ یابی من از شرکتهای هوش مصنوعی. الان متوجه شدم چرا خیلی از بچه‌ها میگن که فقط با Claude می‌تونند کد بزنند؛ من یک باگ جدید پیدا کردم. Qwen, Grok, ChatGpt, GLM5.2 رو تست کردم؛ این مدل‌های پارسر ضعیفتری دارند. اول اینکه بنظر میاد همشون کد رو هم مثل markdown باهاش برخورد می‌کنند و پارس می‌کنند چرا ؟ حجم زیادی کد بهشون دادم با پرامپت سختگیرانه (خیلی بی‌ادبی هست وگرنه میذاشتم) و همشون چون رو حالت سخ…

👍12❤9

1 Aug 2026, 19:11 UTC≈2,330 views7 reactionsread 29 August 2026

Forwarded from @per3onnel

زده من اینکار رو کردم بعدش دیگه چه کارهایی میشه کرد باهاش ؟ هیچی تلاش کردی چندتاش رو بهم وصل کنی ببینی چی میده یا اصلا چطوری باید کد بزنی برای اتصال چندتاش به هم دیگه ؟ سریعتر میشه؛ کندتر میشه ؟ حالا bottleneck کجاس ؟ اگر مدل بزرگتر باشه چی میشه ؟ اصلا چطوری میشه چندتاش رو بهم وصل کرد (کارت شبکه که نداره) مدل P4 که روی RiscV هست چطوری کار می‌کنه ؟ اگر همه این کارها رو کردی و جواب همش رو درست متوجه شدی یک سری به این…

👍6❤1

31 Jul 2026, 10:29 UTC≈2,540 views24 reactionsread 29 August 2026

Forwarded from @per3onnel

لطفا ایشون رو برای همکاری استخدام کنید AI developer runs 28.9-million-parameter model on $10 ESP32-S3 microcontroller — uses Google's Per-Layer Embeddings technique, stores table on 16MB Flash memory اگر انقدر دیوونه هست که جنین کدی رو توی وقت‌های خالی خودش بزنه؛ ببین توی کار چه کدهایی میزنه. پینوشت: خروجیش ۱ توکن در ثانیه هست مهم کاری هست که کرده و کدی که زده

👍21❤3

28 Jul 2026, 08:19 UTC≈2,960 views14 reactionsread 29 August 2026

Forwarded from @per3onnel

Claude Leak داستان چیه ؟ یک اتفاق تکراری دیگه. هرکسی روی Calude چت خودش رو لینک Share براش گرفته چت بصورت کامل عمومی شده. یک نفر هم اومده توی گوگل زده site:claude.ai/share و دیده بله گوگل تمام و کمال همرو ایندکس کرده. که خب یعنی خیلی شرکت‌های دیگه هم اینکار رو کردند و البته خیلی جاهای دیگه هم دیتاهای مهم رو خوندند. خیلی از بیزینس‌ها ابراز نگرانی کردند و گوگل نتایج رو حذف کرد و گفته میشه که کلاد هم باگ رو برطرف کرد…

👍13❤1

26 Jul 2026, 12:21 UTC≈2,880 views20 reactionsread 29 August 2026

Forwarded from @per3onnel

این رو معرفی کنم OKF (by google) وقتی مدل‌ها با کانتکست‌های بالای 128K و حالا بیش از 1M استاندارد شدند واقعا هزینه توسعه و نگهداری سیستم‌های RAG برام قابل درک نبود. توی یک سری از ابزارهای چت شما می‌تونید مشخص کنید چت با چه پیام‌هایی از قبل مشخص شده‌ای شروع بشه و ماهم از همین تکنیک استفاده میکردیم. مثلا برای نیروهای تازه وارد به شرکت؛ شماتیک دیتابیس رو توی چت اول میذاشتیم و نیرو همزمان با خوندن کدها اگر سوالی روی دیت…

👍15❤5

14 Jul 2026, 11:42 UTC≈3,200 views19 reactionsread 29 August 2026

Forwarded from @per3onnel

مدل‌های MoE خیلی جذابتر از مدل‌های Dense هستند بنظرم چون می‌تونی یک مدل خیلی بزرگتر رو روی یک GPU خیلی کوچکتر با سرعت بالا اجرا کنی مثل : https://telegram.me/per3onnel/263 یک سری افراد نشستند و همین کار رو برای GLM.5-2 با فشرده سازی و اپیتیمایز کردن بسیار انجام دادند بطوری که طبق ادعا خودشون مدل 774 میلیارد پارامتری رو روی سیستم با 25GB رم و بدون نیاز به GPU اجرا کردند (همه چیز روی C نوشته شده) بطور خیلی ساده کاری…

❤17👍2

14 Jul 2026, 09:25 UTC≈3,240 views21 reactionsread 29 August 2026

یک پستی از دوست و همکار قدیمی توی لینکدین دیدم راجب یک کتابی که درحال نوشته شدن و تکمیل هست مخصوص کسانی که به Deep Learning + Rust علاقمند هستند گفتم اینجا هم به اشتراک بذارم Linked In شخصا درحال خالی کردن وقت برای خوندنش هستم چون موارد جالبی پوشش داده شده مثلا اینکه بدون نیاز به سیستم‌عامل بتونید کار دیپ‌لرنینگ انجام بدید چیزی نیست که روی فریمورک‌ها و پایتون و ... آموزش داده بشه

❤16👍5

12 Jul 2026, 15:01 UTC≈2,170 views14 reactionsread 29 August 2026

Forwarded from @per3onnelPhoto

LLM قراره جای برنامه نویس‌هارو بگیره ؟ من که کدم رو + دستورالعمل ریفکتور دادم تا برام تمیز کنه و خروجی که توی تصویر هست نصف باگ‌های مدل‌های LLM رو من درآوردم باید بهم هزینه پرداخت کنند واقعا پینوشت: تازه ۳۵ دقیقه هم طول کشید. خودم میزدم ۲۰ دقیقه‌ای تموم می‌شد.

👍11❤3

12 Jul 2026, 14:13 UTC≈2,880 views12 reactionsread 29 August 2026

Needle: We Distilled Gemini Tool Calling into a 26M Model این مدل برای تخصصی برای tool calling ساخته شده؛ من جایگزین مدل ۴ میلیارد پارامتری کردم و همچنان به درستی از ابزارهایی که داشتم استفاده می‌کنه. البته ابزارهای من ساده و قدیمی هست (خیلی وقت هست از این پروژه استفاده نکردم) اما بنظرم مدلی هست که ارزش تست کردن داشته باشه واقعا؛ اگر برای tool calling نیاز به مدل دارید یک تستی هم روی این انجام بدید اما بیشتر از too…

👍10❤2

6 Jul 2026, 17:10 UTC≈3,000 views12 reactionsread 29 August 2026

Forwarded from @per3onnel

95% of enterprise AI deployments fail to deliver value در یک حرکتی چندتا از این شرکت‌های AI فروش داخلی (کاسبان تحریم) روی موج‌های اخیر درحال تلاش برای خوروندن LLM به شرکت‌های دیگر هستند. شرکت‌هایی که همینطوری بخاطر تحریم؛ جنگ؛ قطعی اینترنت و تعطیلی به زور سرپا موندند. برای همین خواستم دوتا مورد رو یادآوری کنم: اولین مورد گزارش MIT روی میزان سودآوری AI (که ۹۵٪ میزان بازگشت 0 داشتند) ‌legal.io مورد دوم؛ تجربه شخصی …

👍9❤3

25 Jun 2026, 18:06 UTC≈3,990 views13 reactionsread 29 August 2026

Forwarded from @per3onnel

نسل بعدی مدل‌ها بنظرم خیلی بهتر خواهند شد : Qwen AgentWorld بنظرم این حرکت در راستای JEPA خواهد بود و این Gap بین LLM و JEPA رو برای مدتی می‌پوشونه تا نتایج مدل‌های بر پایه JEPA خیلی بهتر بشه.

❤10👍3

Showing the 12 most recent of 21 posts we hold for @pytens. 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.

Forward network

Republished by

Channels on the register that have forwarded this channel's posts into their own feed.

DR-Sardari Zarchi
@SardariZarchi · 1882 posts

Republishes

Channels on the register whose posts this channel has forwarded.

RandRng
@per3onnel · 2,42214 posts

Built only from forwarded posts we have actually read, on both sides. Coverage is early and deliberately incomplete: a missing link means we have not read the post that would prove it, never that the relationship does not exist. Counts are distinct forwarded posts observed, so they only ever go up as we read more.

Mentions

Named by 2 registered channels — every channel on the register whose own posts have named this one, by its current username or any other username it currently holds, merged from two separately captured readings of the same fact so a namer caught by only one of them is not missed and a namer both caught is not counted twice. A username this channel has since dropped is not matched — that handle may belong to someone else now, and crediting today’s namer to yesterday’s owner would misattribute it.

Named by

Channels on the register whose posts name this channel's handle.

امنیت سایبری
@cybersecurities · 3181 post Rust for Python developers
@pyrust · 2,6031 post

Names

Channels on the register whose handles appear in this channel's posts.

RandRng
@per3onnel · 2,4222 posts Lectour
@lectour · 8541 post

A mention is a weaker signal than a forward and is counted separately for that reason — naming a channel is not republishing it, and a handle in a post body is easy to place deliberately. The post counts beside each row below are distinct posts in which the handle appeared, from posts we have read on both sides — the “Named by N registered channels” figure above is a different count, of distinct NAMING CHANNELS rather than posts, and is not the sum of the rows under it.

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.

Machine Learning | یادگیری ماشین
@MachineLearning_ir · 34,592
Telegram ranks this channel #3 of 90 here — alongside 89 others — read 3 September 2026

DLeX: AI Python
@ai_python · 21,397
Telegram ranks this channel #4 of 94 here — alongside 93 others — read 23 September 2026

هوش مصنوعی |یادگیری ماشین| علم داده
@Ai_Tv · 26,564
Telegram ranks this channel #6 of 94 here — alongside 93 others — read 12 September 2026

اخبار هوش مصنوعی
@Ai_NewsTv · 27,479
Telegram ranks this channel #16 of 88 here — alongside 87 others — read 10 September 2026

هوش مصنوعی | AI
@AI_University · 32,281
Telegram ranks this channel #24 of 83 here — alongside 82 others — read 5 September 2026

عصر گویش | هوش مصنوعی
@asrgooyeshpardaz · 100,413
Telegram ranks this channel #29 of 89 here — alongside 88 others — read 24 August 2026

• AI & Python •
@AIPyth0n · 22,084
Telegram ranks this channel #39 of 66 here — alongside 65 others — read 21 September 2026

پیشنهادهایی برای #اپلای #applyabroad
@safarnamee7 · 33,538
Telegram ranks this channel #45 of 88 here — alongside 87 others — read 4 September 2026

Dr Ahmadian
@drmjahmadian · 91,143
Telegram ranks this channel #45 of 93 here — alongside 92 others — read 17 August 2026

Kooshiar
@kooshiar3 · 25,799
Telegram ranks this channel #47 of 93 here — alongside 92 others — read 14 September 2026

کنکور ارشد کامپیوتر (CSHub)
@konkurArshadComputer · 23,560
Telegram ranks this channel #48 of 88 here — alongside 87 others — read 18 September 2026

ApplyKite
@ApplyIR2UK · 38,126
Telegram ranks this channel #48 of 88 here — alongside 87 others — read 31 August 2026

دانش، آگاهی
@daneshagahi · 28,319
Telegram ranks this channel #53 of 95 here — alongside 94 others — read 10 September 2026

پایتون | Data Science | Machine Learning
@Python4all_pro · 24,327
Telegram ranks this channel #55 of 91 here — alongside 90 others — read 16 September 2026

آقای هوش مصنوعی
@MrArtificialintelligence · 20,734
Telegram ranks this channel #60 of 94 here — alongside 93 others — read 26 September 2026

اخبار ویزای آمریکا
@pargarvisa · 44,026
Telegram ranks this channel #60 of 77 here — alongside 76 others — read 28 August 2026

دوره های یودمی را رایگان بیاموزید و گواهینامه بگیرید.
@udemyforever · 30,808
Telegram ranks this channel #61 of 81 here — alongside 80 others — read 6 September 2026

FaraDars | فرادرس‌‎
@faradars · 61,413
Telegram ranks this channel #61 of 87 here — alongside 86 others — read 22 August 2026

Power BI | تحلیل داده | SQL
@PowerBI_ir · 21,836
Telegram ranks this channel #64 of 89 here — alongside 88 others — read 22 September 2026

DevTwitter | توییت برنامه نویسی
@devtwitter · 32,186
Telegram ranks this channel #66 of 90 here — alongside 89 others — read 5 September 2026

هوش مصنوعی در پژوهش
@AI_in_Research · 282,831
Telegram ranks this channel #66 of 92 here — alongside 91 others — read 19 August 2026

Quera
@quera_ir · 25,521
Telegram ranks this channel #69 of 93 here — alongside 92 others — read 14 September 2026

مکتب‌خونه | Maktabkhooneh
@maktabkhooneh · 34,656
Telegram ranks this channel #69 of 90 here — alongside 89 others — read 3 September 2026

Linuxor ?
@Linuxor · 31,557
Telegram ranks this channel #70 of 85 here — alongside 84 others — read 7 September 2026

This channel appears in 49 seed channels' Telegram-generated recommendation lists in total, of which the 24 where it ranks highest are shown above. 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 27 September 2026 — this entry's latest reading, not the date you are reading this.

“دستاوردهای یادگیری عمیق(InTec)” (@pytens), 9,911 subscribers as measured 27 September 2026. Telegram Register, tgregister.com/channel/pytens.

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.