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**demian ☭ (he/they)** @camaradademian@pixelfed.social · 5d

demian ☭ (he/they) @camaradademian@pixelfed.social

Free Them All: On Palestinian Political Prisoners
MASK UP, WE NEED YOU: Palestinian Solidarity, Covid-19, and the Struggle for Liberation
@rimoskyo

#Palestine #FreePalestine #CenterRevolutionaryPalestineVoices #RNN

https://rimoskyo.com/shop/p/mask-up-we-need-you-palestinian-solidarity-covid-19-and-the-struggle-for-liberation

“Palestinian prisoners are at the center of the struggle for freedom and justice in Palestine – they represent the imprisonment of a people and a nation.” - Samidoun: Palestinian Prisoner Solidarity Network Every Palestinian is a political prisoner. The machinery of israeli-amerikkkan empire relies on ethnic cleansing, incarceration, and slavery to violently create and enforce colonial borders and settler colonies. As Black revolutionary Angela Davis has put it, “Before Palestinians are even arrested, they are already in prison.” Since 1967, over 850,000 Palestinians have experienced Zionist detention. The occupation has taken 7,350 new captives in the West Bank between October 7 and March 22, 2024.

“[T]he demands of our prisoners remain the starting point in our strategizing and organizing for liberation,” the Palestinian Youth Movement wrote in their October 2022 statement, PRISONERS ARE THE COMPASS. “Until every occupation jail is emptied, until all our people are free, we struggle on.” The freedom of Palestinian prisoners is critical to the freedom of Palestine. The ongoing Operation Al-Aqsa Flood is a direct attempt to release the thousands of Palestinians held in Israeli jails.

“The prison does not confine us with its walls and barbed wire alone,” Palestinian writer and revolutionary Walid Daqqa once said in a smuggled recording. He was the longest-held Palestinian prisoner when he was martyred on April 7, 2024. Imprisoned for over 38 years, he developed a rare form of bone-marrow cancer and was killed by Zionist medical neglect. He wrote prolifically from prison, believing that all Palestinians exist in either the “little prison” or “big prison” — Zionist jails or Zionist occupation, and that both serve to not only to torture Palestinians and erode national unity, but to dissolve Palestinian revolutionary consciousness.

**demian ☭ (he/they)** @camaradademian · 5d

demian ☭ (he/they) @camaradademian

Free Them All: On Palestinian Political Prisoners
MASK UP, WE NEED YOU: Palestinian Solidarity, Covid-19, and the Struggle for Liberation
@rimoskyo

#Palestine #FreePalestine #CenterRevolutionaryPalestineVoices #RNN

https://rimoskyo.com/shop/p/mask-up-we-need-you-palestinian-solidarity-covid-19-and-the-struggle-for-liberation

**demian ☭ (he/they)** @camaradademian · 6d

demian ☭ (he/they) @camaradademian

They said prison walls were unbreakable.
Mohammad and 5 other fellas dared to reclaim their freedom in 2021 escaping from Gilboa prison.
After 23 years behind bars he's now free again.
Much more about this story.. Coming this Thursday 17th
on youtube in occasion of prisoners day! "Freedom accepts those who love it," Mohammad al-Arda
says. Keep fighting with us for a more just reality!

https://youtube.com/playlist?list=PLHTXa06HVywKcjELQgYK2MTKEST5ZojX1&si=fwnEbvLt1_ScjPgT

#Palestine #FreePalestine #CenterRevolutionaryPalestineVoices

**demian ☭ (he/they)** @camaradademian@pixelfed.social · 6d

demian ☭ (he/they) @camaradademian@pixelfed.social

Frente Popular para la Liberación de Palestina con motivo del Día de los Presos Palestinos - 17 de abril
telegram: RNN_Prisoners
#Palestina #PalestinaLibre #CentrarVocesPalestinasRevolucionarias #RNN

“Libertad para los amantes de la libertad” Los presos están en el corazón de la lucha nacional y son un símbolo de la unidad y la resistencia de nuestro pueblo A nuestro heroico pueblo en la patria y en la diáspora, Este año, el Día de los Presos Palestinos llega cuando nuestro pueblo se enfrenta a uno de los periodos más brutales y sangrientos de su historia, bajo un genocidio sionista en curso que ataca a los palestinos dondequiera que estén: en Gaza, Cisjordania, Al-Quds e incluso dentro de las celdas de las cárceles. Allí, el movimiento de presos palestinos se encuentra en la vanguardia de la confrontación, en las trincheras de la firmeza y la dignidad, pagando un alto precio en defensa de la tierra, los derechos, la libertad y el honor.

En este día nacional de lucha, nos levantamos con orgullo y reverencia ante el heroísmo de nuestras prisioneras y prisioneros, que se enfrentan - día y noche - a las políticas fascistas de la ocupación, incluyendo la tortura sistemática, la negligencia médica mortal, el hambre, la humillación y la negación de los derechos humanos básicos. Su sufrimiento refleja las políticas genocidas más amplias dirigidas contra todos los segmentos de nuestro pueblo, especialmente en la heroica y firme Gaza y en la desafiante Cisjordania. Extendemos nuestro profundo respeto y homenaje a los mártires del movimiento de presos, sobre todo al líder mártir Walid Daqqah, que falleció debido a una negligencia médica deliberada, y que sigue siendo un símbolo vivo de sacrificio y firmeza frente a la injusticia sionista.

A nuestro pueblo, Lo que están sufriendo los prisioneros -especialmente los de Gaza- constituye un crimen de guerra en toda regla. Decenas han sido ejecutados, mientras que el destino de cientos sigue siendo desconocido en medio de una horrible campaña de desapariciones forzadas, dirigida contra mujeres, niños y enfermos detenidos desde el 7 de octubre de 2023. El gobierno de ocupación fascista y racista, dirigido por criminales de guerra como Ben Gvir, ha institucionalizado un sistema de tortura y abusos sistemáticos, incitando abiertamente al asesinato de presos y despojándolos de los derechos que tanto les costó conseguir mediante huelgas de sangre y hambre. En la actualidad, más de 9.900 presos, entre ellos 29 mujeres, unos 400 niños y más de 3.498 detenidos administrativos, están recluidos en condiciones inhumanas, una vergüenza para el mundo silencioso.

#rnn

**demian ☭ (he/they)** @camaradademian · 6d

demian ☭ (he/they) @camaradademian

**demian ☭ (he/they)** @camaradademian@pixelfed.social · 6d

demian ☭ (he/they) @camaradademian@pixelfed.social

Fronte Popolare per la Liberazione della Palestina in occasione della Giornata dei Prigionieri Palestinesi - 17 aprile
telegram: RNN_Prisoners
#Palestina #PalestinaLibera #CentrareLeVociRivoluzionariePalestinesi #RNN

“Libertà per gli amanti della libertà” I prigionieri sono al centro della lotta nazionale e sono il simbolo dell'unità e della resistenza del nostro popolo. Al nostro eroico popolo in patria e nella diaspora, Quest'anno, la Giornata dei prigionieri palestinesi arriva mentre il nostro popolo affronta uno dei periodi più brutali e sanguinosi della sua storia, sotto il continuo genocidio sionista che colpisce i palestinesi ovunque si trovino: a Gaza, in Cisgiordania, ad Al-Quds e persino nelle celle delle prigioni. Il movimento dei prigionieri palestinesi è in prima linea nello scontro, nelle trincee della fermezza e della dignità, pagando un prezzo pesante in difesa della terra, dei diritti, della libertà e dell'onore.

In questa giornata nazionale di lotta, siamo orgogliosi e riverenti di fronte all'eroismo delle nostre prigioniere e dei nostri prigionieri, che affrontano giorno e notte le politiche fasciste dell'occupazione, tra cui la tortura sistematica, la negligenza medica mortale, la fame, l'umiliazione e la negazione dei diritti umani fondamentali. Le loro sofferenze riflettono le più ampie politiche genocide che colpiscono tutti i segmenti del nostro popolo, specialmente nell'eroica e salda Gaza e nella sfiduciata Cisgiordania. Estendiamo il nostro profondo rispetto e tributo ai martiri del movimento dei prigionieri, primo fra tutti il leader martire Walid Daqqah, deceduto a causa di una deliberata negligenza medica, rimanendo un simbolo vivente di sacrificio e fermezza di fronte all'ingiustizia sionista.

Al nostro popolo, Quello che i prigionieri, in particolare quelli di Gaza, stanno subendo è un vero e proprio crimine di guerra. Decine di persone sono state giustiziate, mentre la sorte di centinaia rimane sconosciuta in un'orribile campagna di sparizioni forzate, che dal 7 ottobre 2023 prende di mira donne, bambini e malati detenuti. Il governo di occupazione fascista e razzista, guidato da criminali di guerra come Ben Gvir, ha istituzionalizzato un sistema di torture e abusi sistematici, incitando apertamente all'uccisione dei prigionieri e privandoli dei diritti duramente conquistati con scioperi del sangue e della fame. Oggi, oltre 9.900 prigionieri, tra cui 29 donne, circa 400 bambini e più di 3.498 detenuti amministrativi, sono detenuti in condizioni disumane - una vergogna per il mondo silenzioso.

#rnn

**demian ☭ (he/they)** @camaradademian · 6d

demian ☭ (he/they) @camaradademian

**demian ☭ (he/they)** @camaradademian@pixelfed.social · 6d

demian ☭ (he/they) @camaradademian@pixelfed.social

Popular Front for the Liberation of Palestine on the Occasion of Palestinian Prisoners’ Day - April 17
telegram: RNN_Prisoners
#Palestine #FreePalestine #CenterRevolutionaryPalestineVoices #RNN

"Freedom for the Lovers of Freedom" Prisoners are at the heart of the national struggle and a symbol of our people’s unity and resistance To our heroic people in the homeland and in the diaspora, This year, Palestinian Prisoners’ Day comes as our people face one of the most brutal and bloody periods in their history, under an ongoing zionist genocide targeting Palestinians wherever they are — in Gaza, the West Bank, Al-Quds, and even inside prison cells. There, the Palestinian prisoners’ movement stands at the forefront of the confrontation, in the trenches of steadfastness and dignity, paying a heavy price in defense of land, rights, freedom, and honor.

On this national day of struggle, we stand with pride and reverence before the heroism of our female and male prisoners, who face — day and night — the fascist policies of the occupation, including systematic torture, deadly medical neglect, starvation, humiliation, and the denial of basic human rights. Their suffering reflects the broader genocidal policies targeting all segments of our people, especially in heroic, steadfast Gaza and the defiant West Bank. We extend our deep respect and tribute to the martyrs of the prisoners’ movement, foremost among them the martyred leader Walid Daqqah, who passed away due to deliberate medical neglect, remaining a living symbol of sacrifice and steadfastness in the face of zionist injustice.

To our people, What the prisoners—particularly those from Gaza—are enduring constitutes a full-fledged war crime. Dozens have been executed, while the fate of hundreds remains unknown amid a horrific campaign of enforced disappearance, targeting detained women, children, and the sick since October 7, 2023. The fascist, racist occupation government, led by war criminals such as Ben Gvir, has institutionalized a system of systematic torture and abuse, openly inciting the killing of prisoners and stripping them of hard-won rights achieved through blood and hunger strikes. Today, over 9,900 prisoners, including 29 women, around 400 children, and more than 3,498 administrative detainees, are held under inhumane conditions — a disgrace to the silent world.

#rnn

**demian ☭ (he/they)** @camaradademian · 6d

demian ☭ (he/they) @camaradademian

Popular Front for the Liberation of Palestine on the Occasion of Palestinian Prisoners’ Day - April 17
telegram: RNN_Prisoners

#Palestine #FreePalestine #CenterRevolutionaryPalestineVoices

**Habr** @habr@zhub.link · Apr 4

Apr 4

Habr @habr@zhub.link

Нейросетевой подход для классификации событий отслеживаемых сверхширокополосным радаром

В данной статье речь пойдёт о том, как используя разные архитектуры нейронных сетей классифицировать данные полученные со сверхширокополосного радара " XETHRU by NOVELDA X4M02 290056-010 " . Моя работа основана на публикации " UWB-gestures, a public dataset of dynamic hand gestures acquired using impulse radar sensors " в которой подробно рассмотрена задача классификации человеческих жестов заснятых на сверхширокополосный радар при помощи свёрточной нейронной сети. Авторы оригинальной статьи выложили весь датасет собранный ими в открытый доступ, благодаря чему у меня появилась возможность воспроизвести их результат, а так же превзойти его применив архитектуры рекуррентных нейронных сетей и трансформеров. Оригинальная статья: https://www.researchgate.net/publication/350811193_UWB-gestures_a_public_dataset_of_dynamic_hand_gestures_acquired_using_impulse_radar_sensors https://www.nature.com/articles/s41597-021-00876-0 Данные: https://figshare.com/articles/dataset/A_Public_Dataset_of_Dynamic_Hand-gestures_Acquired_using_Impulse-radar_sensors_/12652592 Мой GitHub с кодом: https://github.com/DenissStepanjuk/UWB-Gestures-classification-with-Neural-Networks Ознакомиться.

https://habr.com/ru/articles/897714/

#RNN #attention #cnn

**CoeurStrike** @coeurstrike@infosec.exchange · Feb 11

Feb 11

CoeurStrike @coeurstrike@infosec.exchange

Deep Dive into Deep Learning - CNN, RNN, GAN, Transformers, Encoder Deco... https://youtu.be/7XiP-cl2Yj4?si=CNRvpQgjs40Cg8sE
#DeepLearning #AI #CNN #RNN #GAN #Transformers #EncoderDecoder #MachineLearning #ArtificialIntelligence #TechExplained #DataScience

YouTubeDeep Dive into Deep Learning - CNN, RNN, GAN, Transformers, Encoder Decoder ArchitecturesBy Coeur Strike

**AlexCrimi** @AlexCrimi@mstdn.social · Jan 13 *

Jan 13 *

AlexCrimi @AlexCrimi@mstdn.social

"End-to-end #Stroke Imaging Analysis using Effective Connectivity and Interpretable Artificial intelligence"
To study the disconnections due to stroke we propose a reservoir-computing causality.
"reservoirs" are high-dimensional dynamic system (implemented as a fixed #RNN) transforming input data into a feature space through recurrent dynamics

Paper: https://ieeexplore.ieee.org/document/10839398
Code: https://github.com/Wotaker/Effective-Connectivity-Reservoir-Computing.
Video Abstract: https://www.youtube.com/watch?v=zWUpVDZUyEQ

GIF

**Victoria Stuart** @persagen · Jan 13 *

Jan 13 *

Victoria Stuart @persagen

Mathematics opens black box of AI decision-making
https://phys.org/news/2025-01-mathematical-technique-black-ai-decision.html

* understanding how neural networks (NN) make decisions
* poorly understood process in machine learning

Image segmentation w. traveling waves in exactly solvable recurrent NN
https://www.pnas.org/doi/10.1073/pnas.2321319121

* RNN performing simple image segmentation, also exactly mathematically solvable
* math understanding precisely how int. connections w/i NN create visual computations

Math technique opens black box of AI decision-making
https://phys.org/news/2025-01-mathematical-technique-black-ai-decision.html

* understanding how neural networks make decisions
* widely recog./poorly understood process in machine learning

Image segmentation w. traveling waves in exactly solvable recurrent neural network
https://www.pnas.org/doi/10.1073/pnas.2321319121

* RNN that can perform simple image segmentation, also exactly mathematically solvable
* math understanding precisely how int. connections w/i NN create visual computations

#ML #NN #RNN #MLtheory

#ML #NN #RNN

**Tech Cybersecurity Nieuws** @tech_cybersecurity_nieuws@mastodon.nl · Dec 20, 2024

Dec 20, 2024

Tech Cybersecurity Nieuws @tech_cybersecurity_nieuws@mastodon.nl

Nieuwe doorbraken in grootschalige ai modellen: een blik op de toekomst https://www.trendingtech.news/trending-news/2024/12/50322/nieuwe-doorbraken-in-grootschalige-ai-modellen-een-blik-op-de-toekomst #AI-modellen #transformers #RNN #Mamba #kunstmatige intelligentie #Trending #News #Nieuws

Tech Nieuws · Dec 20, 2024Nieuwe doorbraken in grootschalige ai modellen: een blik op de toekomstBy V.A. (Victor) Angelier BSCyS

**abolitionmedia** @abolitionmedia@abolitionmedia.noblogs.org · Nov 27, 2024

Nov 27, 2024

abolitionmedia @abolitionmedia@abolitionmedia.noblogs.org

Resistance News Network Statement on Lebanon Ceasefire

As of this moment, a ceasefire agreement is supposed to be in effect between the resistance in Lebanon and the failing zionist entity.

The agreement stipulates a total zionist withdrawal from Lebanese territory, restoring Lebanese sovereignty while notably preserving Hezbollah’s strength and resources in the country.

The zionist army, in spite of its destructive capability and bloodthirsty practices, found itself unable to dismantle the steadfast resistance, born from and consisting of the unbreakable righteous people of Lebanon.

From October 8 until today, the Islamic Resistance in Lebanon has worked tirelessly to support its oppressed brothers and sisters in Gaza. They launched thousands of operations against the zionist entity, announcing 3,763 of them in official statements. They killed and wounded thousands of zionist soldiers, and displaced over 200,000 settlers in a bound towards the final liberation. The Lebanese resistance and its people sacrificed everything, from fighters to homes, men, women, children, and the martyr leader, Secretary General Sayyed Hassan Nasrallah. Over 4,000 martyrs have ascended in Lebanon throughout the course of this war, among them 200 paramedics.

As this ceasefire takes effect, hundreds of thousands of displaced Lebanese are already returning to their homes. They will rebuild their homes, bury their martyrs, nurse their wounded, and nurture their children. Through their resistance, they have stood against the forces of evil in the world and lived to write the history of their historic deeds.

This is the future which we pray for for the oppressed Palestinian people, and which will be fulfilled in no small part thanks to the actions of Hezbollah in Lebanon. We thank the resistance for all it has offered in service of this righteous cause, knowing that our people remain united in spirit and will unite in Al-Quds under the banner of a liberated Palestine.

“And victory is not but from Allah, the Almighty, the Wise.”

Source: Resistance News Network

https://abolitionmedia.noblogs.org/?p=12736

#alAqsaFlood #ceasefire #hezbollah

**Justin D Kruger (he/him)** @jdavidnet@me.dm · Nov 5, 2024

Nov 5, 2024

Justin D Kruger (he/him) @jdavidnet@me.dm

NVIDIA RTX 5090 Launch Buzz, points to a 2024 announcement, & possibly early 2025 launch.

Possible co-launch events?
* CES - Jan 7-10, 2025
* GDC - Mar 17-21, 2025
* SigGraph - Aug 10-14, 2025

I'd be surprised if NVIDIA paper launches before Christmas.

#Nvidia #RTX #5090
#VideoGames #AI #RNN #LLM
#GenAI #Graphics
#TechNews #Rumors #LaunchDates

https://www.tomshardware.com/pc-components/gpus/nvidia-geforce-rtx-50-series-reportedly-launching-soon-but-all-indicators-continue-to-point-to-a-january-2025-reveal

Tom's Hardware · Nov 5, 2024Nvidia GeForce RTX 50-series reportedly launching 'soon' — but all indicators continue to point to a January 2025 revealBy Aaron Klotz

**Habr** @habr@zhub.link · Nov 5, 2024

Nov 5, 2024

Habr @habr@zhub.link

Спам – это ОК! Массовые рассылки как стимул развития цивилизации

Я застал те времена, когда спама еще практически не было — каждое рекламное письмо в моём электронном почтовом ящике казалось чем-то диковинным, и значительная их часть прочитывалась из чистого любопытства. Однако вскоре объём подобного мусора стал расти в геометрической прогрессии, появились трояны, рассылавшие свои копии по списку контактов на зараженной машине, потом жулики освоили фишинг… От спама страдали и продолжают страдать миллионы людей во всем мире. Но если бы спама не существовало, его, пожалуй, следовало бы придумать. И вот почему.

https://habr.com/ru/articles/856066/

ХабрСпам – это ОК! Массовые рассылки как стимул развития цивилизацииЯ застал те времена, когда спама еще практически не было — каждое рекламное письмо в моём электронном почтовом ящике казалось чем-то диковинным, и значительная их часть прочитывалась из чистого...

#спам #спамфильтр #электронная_почта

**Greg Cocks** @GregCocks@techhub.social · Oct 29, 2024

Oct 29, 2024

Greg Cocks @GregCocks@techhub.social

A Machine Learning-Based Approach For Flash Flood Susceptibility Mapping Considering Rainfall Extremes In The Northeast Region Of Bangladesh
--
https://doi.org/10.1016/j.asr.2024.10.047 <-- shared paper
--
#GIS #spatial #mapping #water #hydrology #climatechange #extremeweather #flood #flooding #flashflood #maps #susceptibility #Bangladesh #remotesensing #field #historical #rainfall #extremes #AI #machinelearning #ANN #RNN #RFGB #CatBoost #risk #hazard #model #modeling #planning #management #preparation #prediction #precipitation

maps - The location of the study area showing different hydrologic regions of Bangladesh and administrative details along with the position of haors in the northeast region

maps - comparison of the machine learning models [results] for creating the flash flood susceptibility maps in the case of RX5_100Y - (a) ANN (b) RNN (c) RFGB, and (d) CatBoost

maps - Conditioning factors for detecting flash floods (a) elevation, (b) slope, (c) aspect, (d) curvature, (e) Topographic Roughness Index (TRI), (f) Sediment Transport Index (STI), (g) Stream Power Index (SPI), (h) Land Use Land Cover (LULC), and (i) Topographic Wetness Index (TWI)

**JMLR** @jmlr@sigmoid.social · Oct 29, 2024

Oct 29, 2024

JMLR @jmlr@sigmoid.social

'MLRegTest: A Benchmark for the Machine Learning of Regular Languages', by Sam van der Poel et al.

http://jmlr.org/papers/v25/23-0518.html

#lstm #mlregtest #rnn

**Gnôsis - Alexandre MARTIN** @Alexandre_Martin_Gnosis · Oct 23, 2024

Oct 23, 2024

Gnôsis - Alexandre MARTIN @Alexandre_Martin_Gnosis

Friendly Introduction to #DeepLearning Architectures (#CNN, #RNN, #GAN, #Transformers, Encoder-Decoder Architectures). | by Jyoti Dabass, Ph.D | Apr, 2024 | #python in Plain English

https://python.plainenglish.io/friendly-introduction-to-deep-learning-architectures-cnn-rnn-gan-transformers-encoder-decoder-b11334e4cdf7

Python in Plain English · Apr 1, 2024Friendly Introduction to Deep Learning Architectures (CNN, RNN, GAN, Transformers, Encoder-Decoder Architectures).By Jyoti Dabass, Ph.D.

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