#Intelligent data cleansing | Explore Tumblr posts and blogs

honesty-my-policy · 1 year ago

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Resources/Sources against HAMAS + more [re-organization of previous posted resources]

LONG POST - WILL PUT A READ MORE - SEE UNDER IT FOR MORE RESOURCES.

Sources/places that have uncensored footage from the Oct. 7th attack. For anyone who needs a reality check or needs to smack someone with a reality check.

THIS FOOTAGE IS UNCENSORED AND HIGHLY DISTURBING BUT IMPORTANT TO HISTORY. I HAVE WATCHED A LARGE COMPILATION AND IT STILL RUNS THROUGH MY MIND ALL DAY.

https://www.october7thattack.com/

https://oct7th.org/

https://www.hamasvideo.com/

https://theworldwatch.com/tags/hamas/

https://www.hamas-massacre.net/

important websites + articles they have posted

UN Watch - https://unwatch.org/about-us/our-work/

Fact Checking UNRWA Claims About Teachers and Education

Hamas stole 36,000 liters of fuel from UN warehouses

Group of 3,000 UNRWA teachers celebrates Hamas massacre and rape

UN staff celebrate Hamas massacre

The Case against UNRWA from UN Watch - link

2023-Report-UNRWA-pdf - link

Report: Red Cross Statements ‘Overwhelmingly’ Biased Against Israel - link

Honest Reporting - https://honestreporting.com/about/

Desperate Media Accuse Israel of ‘War Crime’ Over Killing of Terrorists in Daring Hospital Raid

Media Accused Israel of ‘Strike’ on Palestinians Who Died in Gaza City Aid Truck Stampede

Council on Foreign Relations -https://www.cfr.org/about

What is HAMAS? Link

The Sunni-Shia Divide - link

MeForum - https://www.meforum.org/about/

A Primer on Hamas; Part 4: Who Are the Palestinians? - link

Countering ‘Pro-Palestine’ Propaganda Part 4: Genocide and Ethnic Cleansing - link

Countering ‘Pro-Palestine’ Propaganda Part 5: Gaza is an Open-Air Prison - link

Countering ‘Pro-Palestine’ Propaganda Part 6: Palestinian Refugees’ Right of Return - link

Israel Can Trust Hamas - To Keep Its Promises - link

The Rhetoric of Nonsense - link

The Wilson Center - https://www.wilsoncenter.org/about

Digital Deception: Disinformation’s Impact in the Israel-Hamas War - link

Hamas: Words and Deeds… - link

Hamas over-reporting civilian casualties in Gaza, again - link

Misc Articles (find the about page yourself if you care enough) -

Hamas use of human shields in Gaza (pdf) - link

Intelligence Reveals Details of U.N. Agency Staff’s Links to Oct. 7th Attack - link

Don’t erase our history: The Jewish people are indigenous to the land of Israel - link

Hamas’s October 7th Attack: Visualizing the Data - link

Teaching Terror: How Hamas Radicalizes Palestinian Society - link

Why Hamas is an Unreliable Source and How Many Reporters Fail to Disclose this - link

Misc Resources -

The Complete List of the 1030 Jewish Expulsions in Human History (pdf) - link

Educational Posts made by rootsmetal -

Palestine and the Holocaust

Hamas's Islamism

we are treated differently

evidence (there's plenty)

teaching hatred

united nations

lies about 1948

was there peace before 1948?

HAMAS Guidelines to Social Media (excerpts)

Anyone killed or martyred is to be called a civilian from Gaza or Palestine, before we talk about his status in jihad or his military rank. Don't forget to always add 'innocent civilian' or 'innocent citizen' in your description of those killed in Israeli attacks on Gaza.

Begin [your reports of] news of resistance actions with the phrase 'In response to the cruel Israeli attack,' and conclude with the phrase 'This many people have been martyred since Israel launched its aggression against Gaza.' Be sure to always perpetuate the principle of 'the role of the occupation is attack, and we in Palestine are fulfilling [the role of] the reaction.'

Beware of spreading rumors from Israeli spokesmen, particularly those that harm the home front. Be wary regarding accepting the occupation's version [of events]. You must always cast doubts on this [version], disprove it, and treat it as false.

The interior ministry prepared a series of suggestions specifically for Palestinian activists who speak to Westerners via social media. The ministry emphasizes that conversations with them should be conducted differently from conversations with other Arabs.

When speaking to the West, you must use political, rational, and persuasive discourse, and avoid emotional discourse aimed at begging for sympathy. There are elements with a conscience in the world; you must maintain contact with them and activate them for the benefit of Palestine. Their role is to shame the occupation and expose its violations.

Avoid entering into a political argument with a Westerner aimed at convincing him that the Holocaust is a lie and deceit; instead, equate it with Israel's crimes against Palestinian civilians.

The narrative of life vs. the narrative of blood: [When speaking] to an Arab friend, start with the number of martyrs. [But when speaking] to a Western friend, start with the number of wounded and dead. Be sure to humanize the Palestinian suffering. Try to paint a picture of the suffering of the civilians in Gaza and the West Bank during the occupation's operations and its bombings of cities and villages.

Do not publish photos of military commanders. Do not mention their names in public, and do not praise their achievements in conversations with foreign friends!

Recently I came across a bunch more ancient/old maps of the Middle East, Near East, Levant, Israel, and others. Some are remakes as the old ones were degraded or unable to be scanned, some are historian estimates of what the area looked like at the times, others are actual scans of maps from back in the day. I will link specific maps of interest but also databases below. I will link the maps first and the databases they are from above them.

David Rumsey Historical Map Collection (over 130,000 maps and related images online)

Alte Welt: Städte. (Old world: cities)

No. 1: General map of the countries mentioned in the Bible

No. 2: Map of the journeyings of the Israelites : in the desert

Turkey. Middle East. Ancient World

American Society of Overseas Research (online resources)

The Ancient Near East: The Hellenistic World c. 200 BCE

Neo-Hittite and Aramean States

Iron Age IIIv2 Empires

The National Library of Israel

Specific search for maps of Israel

Map History (part of the virtual library)

Index

Gallica (digital library of the National France Library and its partners + I don’t know if it’s just my browser but switching the language to English didn’t work much so it was mostly in French)

Database

Maps

W.F. Albright Institute of Archaeological Research (Digital Collection)

Palestine of the Old Testament

Historic Map Works

ASIA/recens summa/cura delineata

United Nations Archives

Map Collection of the League of Nations + UNOG

Library of Congress World Digital Library

Map Collection

links to previous posts containing the same resources in case i missed any - link

#israel #palestine #politics #hamas #jews #gaza #palestine vs israel #jewish #links #resources #israel resources #jewish resources #jewish history #pro israel

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jazzsstash · 8 months ago

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I've been rotating keferon's mech pilot au in my mind and considering the intelligence of everyone involved, I’ve concluded that the only way for the deception to last is deliberate subterfuge. Most likely, on the part of Jazz, who is the one suddenly immersed in a new world.

He hears someone slur organics shortly after getting on the ship, and pulls up short, asking what their problem is with organics. Gets looked at funny, told that the Quints are just one example of organic life but that all of them are annoying. Don’t tell Prime that, though.

Oh. Oh no. They aren't piloted.

Jazz invents. He’s from a colony planet, and the organics there were allies who did their best to fight against the Quints. Optimus likes having another mech on the team who is firmly pro-organic, even if he is a little odd.

He’s going to be straight up infamous for how he’s avoiding Ratchet. He can slip away after a battle, show up later completely fixed up and going :D, and really, no reason for Ratchet to look at him now. By the time he's been through a few fights, he could probably build his mech back up from scrap.

Getting food and water is complicated, but with how clever Jazz is, I bet he can swing it. Getting rid of his own energon ration without wasting it, which he would feel horrible about, is slightly easier. He's going to have to install a medic's tank for battle transfusions so he doesn't have to just trash it.

He’s gonna need to figure out how to jack parts of the mech into him that really shouldn’t be if he wants to fake data transfer to him being instant. Boy’s gonna be making a lot of deeply questionable choices in pursuit of “not being murdered by speciest mechs”.

He probably makes a lot of very careful overtures about organics to other mechs, and gets responses varying from “oh, they’re so cute, but kind of annoying” to “we should really leave them alone” to “we should just cleanse the galaxy of them and be done with it.” Notably, nobody saying that they’re people, or that they’d like to meet them or to work with them.

“Prowler, you got any opinion on organics?”

“While I admit some curiosity about meeting ones who helped fight against the Quintessons, they are generally illogical and not helpful.”

Optimus quietly pulls him to the side and advises that perhaps it is for the best that he continues to not specify what colony world he is from until the crew as a whole are more… receptive.

At least his friendliness towards organics and admittance that his planet has ones he likes makes his avoidance of questions that are too specific about where it is and what it’s like are more easily accepted.

Just... rotating the implications in my mind of what it would take to keep the secret, and the positionality of one human on a ship full of robots who think that the human is a robot too.

#midgrade stash

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beardedmrbean · 7 months ago

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The fall of Bashar al-Assad has created a historic opportunity to gather direct evidence of the crimes committed by the Syrian regime, which investigators have been unable to do until now. After 50 years of witnessing massive human rights violations, many Syrians are now demanding truth and justice.

Torture, executions, chemical attacks on civilians, ethnic cleansing, bombing of residential areas, using famine as a weapon of war... The litany of war crimes and crimes against humanity committed by Bashar al-Assad's regime appers to be endless. After decades of impunity, international investigators are now hoping to obtain direct access to evidence documenting 50 years of abuses.

The deposed dictator had maintained his father’s repressive and fear-inducing regime, where any form of dissent could lead to imprisonment. This unrelenting repression reached its peak in the aftermath of the Arab Spring. Since 2011, the UN estimates that more than 300,000 civilians have lost their lives and at least 100,000 Syrians have been forcibly disappeared.

“The fall of Bashar Al-Assad represents an absolutely incredible opportunity,” said Aymeric Elluin, Amnesty International’s arms and conflict advocacy officer. “We need to have access to primary sources to build solid and irreproachable cases, in particular to the places where abuses were committed. However, the regime has blocked our access to Syrian territory since March 2011. Our work has therefore been carried out from a distance, using satellite images and the testimonies of prison survivors who have taken refuge abroad.”

Despite being denied access by Bashar al-Assad's Syria, “we have been able to acquire a great deal of information thanks to Syrian civil society, which very early on collected testimonies and official documents”, said Chloé Pasmantier, a lawyer with the International Federation for Human Rights.

A mountain of evidence

The Syrian regime's chillingly efficient bureaucracy, which kept meticulous records of its crimes, made this initial data gathering easier. The 'César' dossier, which was discovered in 2014 and named after the military photographer who documented the grisly evidence, brought to light the industrial-scale torture inflicted on imprisoned Syrian opponents. His defection made it possible to compile a report containing 55,000 photos of 11,000 detainees who were tortured and died between 2011 and 2013 in several detention centres.

Faced with this mountain of evidence, the UN set up the International, Impartial and Independent Mechanism (IIIM) in December 2016. Based in Geneva, this “facilitator of justice” is responsible for centralising evidence and providing input for legal proceedings opened at the national level against Syrian officials in several European countries.

For instance, three former high-ranking members of the regime were tried in absentia in France at the end of May and sentenced to life imprisonment. According to the French Anti-Terrorism Prosecutor’s Office, which is also responsible for ruling on war crimes, crimes against humanity and genocide, 24 proceedings involving the Syrian regime and its auxiliaries are under way, reported French daily Le Monde.

In Germany, Anwar Raslan, a former Syrian intelligence official, was sentenced to life imprisonment for crimes against humanity in January 2022. Raslan was found guilty of the death and torture of prisoners in a secret government detention centre in the capital Damascus between 2011 and 2012.

The French courts also issued an arrest warrant in November 2023 for Assad himself for the August 2013 chemical attack on Ghouta, near Damascus, which killed more than 1,400 people.

Fear of destruction

Despite the abundance of evidence already collected, the fall of the Syrian regime has opened up a new field of exploration for international investigators by giving them direct access to official buildings and Syrian prisons.

Syria is “the scene of the crime, so if we can have access to the scene of the crime, it changes the game for us”, Robert Petit, the Canadian prosecutor who has headed the IIIM since the beginning of 2024, told AFP.

“Especially as the regime collapsed very quickly, which no doubt prevented the perpetrators from destroying the evidence. This offers very positive prospects when it comes to searching for the truth,” said Johann Soufi, a lawyer specialised in international law.

The priority now is to preserve this evidence during the transition period. The UN Commission of Inquiry on Syria on Sunday called on rebel groups to “take great care not to disturb the evidence of violations and crimes” by seizing prisons.

“We must ensure that this evidence is not destroyed, not only by the rebels who have taken power but also by any other party or state. Israel carried out a large number of strikes on several military sites, including the Syrian Scientific Studies and Research Centre, where the regime was developing chemical weapons. Crucial documents regarding the production and use of these weapons were probably destroyed in this bombing,” said Pasmantier.

According to Pasmantier however, the Syrians have all the knowledge and experience needed to collect and preserve evidence for use in legal proceedings. Abu Mohammad al-Jolani, leader of the Hayat Tahrir al-Sham (HTS) group and the new strongman of Damascus, reaffirmed on Wednesday that the torturers would not be granted amnesty.

Ending the ‘cycle of violence’

It remains to be seen what will happen to those responsible for the crimes committed by the former Syrian regime. “One of the fundamental principles of international justice is that it is always up to national jurisdictions and the people to render justice to the victims,” said Soufi. “Then, a country can request additional expertise and set up, for example, a mixed tribunal like in Cambodia or Lebanon. But this depends on the agreement reached between the United Nations and the requesting state.”

On the other hand, the International Criminal Court (ICC) does not currently have jurisdiction in Syria, as it has not ratified the Rome Statute, the international treaty that established this court.

“Attempts by the United Nations Security Council to bring the case before the ICC failed because of Russian opposition. But now there is nothing to prevent Syria from ratifying the Rome Statute and submitting a request for retroactivity so that the ICC can take jurisdiction over the crimes committed by Bashar al-Assad's regime,” said Pasmantier.

However, it is too early to know whether the future Syrian judiciary or the new masters of Damascus will be willing to work with international actors. “It must be stressed that the rebel groups have also committed human rights violations. From now on, the armed groups that have taken power must respect international law and help to ensure that justice can be done in Syria,” said Elluin.

The UN IIIM investigators have said that they are ready to intervene in Syria, even though for the moment no contact has been established with the new authorities.

That being said, the interim authorities have asked the UN refugee agency (UNHCR) to remain in the country, which sends a “constructive” signal, the organisation said Friday.

The authorities have said that “they want us to stay in Syria, that they appreciate the work that we have been doing now for many years, that they need us to continue doing that work", Gonzalo Vargas Llosa, UNHCR's representative in Syria, told reporters in Geneva by video link from Damascus. Llosa added that the interim authorities had also said “they will provide us with the necessary security to carry out those activities”.

According to the experts interviewed by FRANCE 24, the quest for truth and justice must be a central pillar of Syria's future.

“Impunity fuels the feeling of injustice and reinforces the desire for revenge between communities, perpetuating a cycle of violence. The only way to put an end to this is to establish justice that respects human rights. It can serve as a deterrent, demonstrating that criminal acts can have legal repercussions, even decades later,” said Soufi.

“Documenting the facts also means seeking out a historical truth that might otherwise be disputed,” continued Soufi. “Lastly, fulfilling the needs of victims requires upholding their fundamental rights to truth, justice, and redress.”

#nunyas news

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sevenoctober7 · 2 months ago

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From the first moment of the launch of this bloody tour, it was clear that the Gaza Strip is coming to a stage that has not witnessed it since the establishment of the Zionist project itself. This time was not like her predecessors; It was even planned to be the most violent, the most brutal and systematic destruction. The path was placed from the beginning with three stages studied tightly: First: Famine, to destroy the internal structure and the inhabitants of the population; Today, it was tragicly completed, through complete strangulation of the outlets and preventing food and therapeutic entry. Second: The extensive targeting, to empty the land from its people, through continuous bombing against everything that is vibrant: schools, hospitals, shelters, and even the remaining few water and electricity lines. Third, which is the most dangerous and most terrifying: mass displacement, whether internal by forcing the population on the forced displacement of confined areas that are not suitable for life, or the external by pushing them forcibly outside the Gaza border, just as it was published in Zionist and American reports identical to the scenarios of "emptying the sector". Today, we are at a critical junction: the occupation has completed the preparations of the third stage. All news and leaks coming from the scenes of the brokers - whether Egypt or Qatar - are not real solutions, but rather media analgesics intended to absorb the anger of public opinion, while in secret the Zionist conditions dictate literally without change. In light of these data: There is no serious deal that waves on the horizon. - No agreement stops the ongoing genocide. All that is currently going on under the name "negotiations" is open attempts to impose an issue by abstract military force. The recent intelligence reports, including the Hebrew "Walla" report and the "Jerusalem Post" analyzes, confirm that Netanyahu is seeking to expand the ground invasion inside the sector and cut it into besieged cantons that are easy to control later, while the idea of introducing limited assistance to give legitimacy to the crime of displacement is promoted. We do not write these words to broadcast despair, but to put points on the letters: - Yes, the next is dangerous. Yes, the occupation wants to complete its project with complete ethnic cleansing. - However, this will not take place as long as there is a popular will fight, and a legendary steadfastness that teaches the world that Palestinian blood is not cheap. The occupation tried to kill, siege, starvation, internal temptations, and media misinformation, and did not succeed in breaking Gaza, but its people increased hard on hardness. Trust completely: {May God spend an act that was active}. Victory is only patience for an hour. Prove, as the occupation is afraid of your steadfastness more than your weapon is afraid. And they always remembered: "Whoever lives a generous dies a great, and whoever fails his case dies without a trace."

#gazaunderattack #gaza #israel is a terrorist state

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bestmasterdataharmonization · 3 days ago

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Augmented Data Services

Augmented Data Services leverage artificial intelligence, machine learning, and automation to enhance traditional data management processes. These services improve data quality, enrich metadata, automate classification, and ensure compliance with global standards.

#AI-powered data management #Data enrichment #Intelligent data cleansing

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bizkonnect · 7 months ago

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With our Account-Based Marketing (ABM) and account planning strategies, you can build a strong sales pipeline, not just for December, but year-round. We offer theme-based email campaigns, highly qualified databases, and deep insights into decision-makers through our GenAI-powered actionable org charts, ensuring your message hits the right person at the right time.

#actionable sales intelligence #actionable org charts #crm data cleansing #account based marketing #organizational charts

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darkmaga-returns · 5 days ago

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The digital tools millions trust daily—photo editors, casual games, taxi hailers—hide a dark secret: They were crafted by Israeli spies turned tech moguls, funneling profits into apartheid, ethnic cleansing, and the ongoing genocide in Gaza. As Israel wages war under the banner of Zionism, its militarized economy thrives on apps that mine your data, normalize surveillance, and bankroll atrocities. This bombshell investigation exposes the covert Israeli app empire, revealing how even the most innocent downloads fuel a regime built on occupation and bloodshed.

Key points:

Hidden owners: Major apps like Facetune, Moovit, and Waze were developed by ex-Israeli military intelligence operatives, laundering their spycraft into Silicon Valley fortunes.

Data harvesting risks: These apps often demand intrusive permissions, feeding personal images, locations, and identifiers into Israel’s surveillance-industrial complex.

Funding genocide: Companies like Playtika and Crazy Labs openly funnel billions in taxes to Israel’s war economy, with staff actively enlisted in Gaza massacres.

Global spyware threat: Behind the apps lies Israel’s Pegasus spyware, sold to dictatorships to crush dissent, murder journalists, and silence Palestinians.

Boycott urgency: The BDS movement urges users to purge these apps, breaking Israel’s stranglehold on tech and its economy of occupation.

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digitaldetoxworld · 1 month ago

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Machine Learning: A Comprehensive Overview

Machine Learning (ML) is a subfield of synthetic intelligence (AI) that offers structures with the capacity to robotically examine and enhance from revel in without being explicitly programmed. Instead of using a fixed set of guidelines or commands, device studying algorithms perceive styles in facts and use the ones styles to make predictions or decisions. Over the beyond decade, ML has transformed how we have interaction with generation, touching nearly each aspect of our every day lives — from personalised recommendations on streaming services to actual-time fraud detection in banking.

Machine learning algorithms

What is Machine Learning?

At its center, gadget learning entails feeding facts right into a pc algorithm that allows the gadget to adjust its parameters and improve its overall performance on a project through the years. The more statistics the machine sees, the better it usually turns into. This is corresponding to how humans study — through trial, error, and revel in.

Arthur Samuel, a pioneer within the discipline, defined gadget gaining knowledge of in 1959 as “a discipline of take a look at that offers computers the capability to study without being explicitly programmed.” Today, ML is a critical technology powering a huge array of packages in enterprise, healthcare, science, and enjoyment.

Types of Machine Learning

Machine studying can be broadly categorised into 4 major categories:

1. Supervised Learning

For example, in a spam electronic mail detection device, emails are classified as "spam" or "no longer unsolicited mail," and the algorithm learns to classify new emails for this reason.

Common algorithms include:

Linear Regression

Logistic Regression

Support Vector Machines (SVM)

Decision Trees

Random Forests

Neural Networks

2. Unsupervised Learning

Unsupervised mastering offers with unlabeled information. Clustering and association are commonplace obligations on this class.

Key strategies encompass:

K-Means Clustering

Hierarchical Clustering

Principal Component Analysis (PCA)

Autoencoders

three. Semi-Supervised Learning

It is specifically beneficial when acquiring categorised data is highly-priced or time-consuming, as in scientific diagnosis.

Four. Reinforcement Learning

Reinforcement mastering includes an agent that interacts with an surroundings and learns to make choices with the aid of receiving rewards or consequences. It is broadly utilized in areas like robotics, recreation gambling (e.G., AlphaGo), and independent vehicles.

Popular algorithms encompass:

Q-Learning

Deep Q-Networks (DQN)

Policy Gradient Methods

Key Components of Machine Learning Systems

1. Data

Data is the muse of any machine learning version. The pleasant and quantity of the facts directly effect the performance of the version. Preprocessing — consisting of cleansing, normalization, and transformation — is vital to make sure beneficial insights can be extracted.

2. Features

Feature engineering, the technique of selecting and reworking variables to enhance model accuracy, is one of the most important steps within the ML workflow.

Three. Algorithms

Algorithms define the rules and mathematical fashions that help machines study from information. Choosing the proper set of rules relies upon at the trouble, the records, and the desired accuracy and interpretability.

4. Model Evaluation

Models are evaluated the use of numerous metrics along with accuracy, precision, consider, F1-score (for class), or RMSE and R² (for regression). Cross-validation enables check how nicely a model generalizes to unseen statistics.

Applications of Machine Learning

Machine getting to know is now deeply incorporated into severa domain names, together with:

1. Healthcare

ML is used for disorder prognosis, drug discovery, customized medicinal drug, and clinical imaging. Algorithms assist locate situations like cancer and diabetes from clinical facts and scans.

2. Finance

Fraud detection, algorithmic buying and selling, credit score scoring, and client segmentation are pushed with the aid of machine gaining knowledge of within the financial area.

3. Retail and E-commerce

Recommendation engines, stock management, dynamic pricing, and sentiment evaluation assist businesses boom sales and improve patron revel in.

Four. Transportation

Self-riding motors, traffic prediction, and route optimization all rely upon real-time gadget getting to know models.

6. Cybersecurity

Anomaly detection algorithms help in identifying suspicious activities and capacity cyber threats.

Challenges in Machine Learning

Despite its rapid development, machine mastering still faces numerous demanding situations:

1. Data Quality and Quantity

Accessing fantastic, categorised statistics is often a bottleneck. Incomplete, imbalanced, or biased datasets can cause misguided fashions.

2. Overfitting and Underfitting

Overfitting occurs when the model learns the education statistics too nicely and fails to generalize.

Three. Interpretability

Many modern fashions, specifically deep neural networks, act as "black boxes," making it tough to recognize how predictions are made — a concern in excessive-stakes regions like healthcare and law.

4. Ethical and Fairness Issues

Algorithms can inadvertently study and enlarge biases gift inside the training facts. Ensuring equity, transparency, and duty in ML structures is a growing area of studies.

5. Security

Adversarial assaults — in which small changes to enter information can fool ML models — present critical dangers, especially in applications like facial reputation and autonomous riding.

Future of Machine Learning

The destiny of system studying is each interesting and complicated. Some promising instructions consist of:

1. Explainable AI (XAI)

Efforts are underway to make ML models greater obvious and understandable, allowing customers to believe and interpret decisions made through algorithms.

2. Automated Machine Learning (AutoML)

AutoML aims to automate the stop-to-cease manner of applying ML to real-world issues, making it extra reachable to non-professionals.

3. Federated Learning

This approach permits fashions to gain knowledge of across a couple of gadgets or servers with out sharing uncooked records, enhancing privateness and efficiency.

4. Edge ML

Deploying device mastering models on side devices like smartphones and IoT devices permits real-time processing with reduced latency and value.

Five. Integration with Other Technologies

ML will maintain to converge with fields like blockchain, quantum computing, and augmented fact, growing new opportunities and challenges.

#Machine learning algorithms #tech #digital marketing

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dearestscript · 1 month ago

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titancores · 1 year ago

Text

~2.8k word Titan Camera & Titan TV (Skibidi Toilet) fanfic

Hosted versions:

My website (skibzone.sludge.town)

AO3

Two Titans enjoy a cosy cuddle before their next battle. Titan Camera was disconcerted by the purple command-beam from the Skibidi Scientist mech in episode 67, and asks the TV Titan for a dose of benign hypnosis to 'cleanse' the experience.

A few swear words, but otherwise SFW (besides the fact that your co-irkers will make fun of you for reading Skibidi fanfic at work).

Titan Camera is a 'she' in this story, because I can do whatever I want forever. I headcanon the Camera and Soundkind Titans as she/her because they totally give me butch lady vibes. The TV Titan is more of a gender anarchist (because look at it), and proudly uses it in the same way that the sunset, the ocean and the storm are an 'it'.

The 'jötunn' refers to the Scientist Toilet mech. The giant skibidi mechs are often referred to as 'titans' by the fanbase, but I reckon the Alliance wouldn't use the same term for the giant skibidis as they do for their own giants. So I'm having the Alliance use jötnar (plural of jötunn) for these.

The Titans had perhaps a couple of hours of downtime while the Alliance intelligence pinpointed the next location for them to attack. Enough time only for support units to fly in from Alliance outposts and carry out some emergency repairs. Titan Camera would much rather have gone back to her hangar for some proper repairs, but it had been decided that this was the best compromise. Titan TV could in theory port each Titan to their home bases, but it would be a tall order to do that for both the other two Titans and bring them back again within a couple of hours. A TV the size of a Titan produced a lot of teleport-energy, but also needed a lot. Physically flying all the way there and back obviously wasn't doable under the time constraints.

A pair of Cam engineers, borne aloft by jetpack, carried out a quick weld on the buzzsaw cut at their Titan's neck. It wasn't the prettiest welding job, but it would hold and would stop detritus falling inside the Titan's frame. The full procedure for repairing a plating breach would entail putting in a temporary blocker for the Titan's pain receptors; the techfolk equivalent of local anaesthetic. There was no time or equipment for such luxury, so the Titan had to sit still and endure the searing hot fusion. It hurt, but not agonisingly so… and less than the buzzsaw had in the first place.

"You're being so brave, dear Titan," transmitted one of the engineers admiringly.

The Titan transmitted back a chirp of data - a way of saying 'I acknowledge your message but have nothing further to add at this time.' She had no choice but to be brave about it.

Something weighed heavily on her mind. She transmitted to her ground crew of engineers at Cam Base: "Engineers, I would speak to Comrade TV alone if possible." Titan Camera had the option of cutting her own comms, leaving the engineers no way to track her or be copied in on her transmissions, but it would be unwise to do that without telling the Base her intentions first. They'd no doubt send Comrade Speaker to investigate. "Assuming Comrade TV accepts, please maintain transmission silence until I re-initiate," continued Titan Camera. The Base operators transmitted their acceptance - they seemed edgy about their Titan's request, but they did her the courtesy of believing she had a good reason.

"Comrade TV," Titan Camera transmitted to the TV Titan, currently using its plasma blade to scrape skibidi puree off the sole of its boot. "I would speak to you about a private matter. Will you listen?"

The TV Titan shook the drops of flesh-mud off its blade, and retracted it. "Let's have it." It transmitted privately to Titan Camera rather than speaking aloud.

"Can we… physically go somewhere more private than this? And would you have your operators maintain transmission silence for now? I've already told mine."

The TV Titan displayed an ellipsis on its screen, showing that it was either deep in thought or distracted. Its screen faded back to normal whitish static. "My operators confirm. Suggest 1.4 kilometres north-north east."

"Anywhere is fine. Let's be off."

The two Titans took off, flying in a parabola from their launch site to their landing spot. Their destination turned out to be the remains of a powerplant with its hyperboloid cooling towers still standing.

This was deeply awkward… Titan Camera would have much preferred more time to think of how to phrase her request, but time was limited. And the TVs were well known for their bluntness to the point of dismissiveness; they appreciated you getting right to the point. Titan Camera therefore did just that. "Would you use your command-beam on me?"

The TV Titan adopted a quizzical expression, but didn't speak yet. It waited to see where Titan Camera was going with this.

"…The jötunn scientist used a stolen version of it on me; I don't know if you saw that," continued Titan Camera. "It was terrifying, and I can't get the experience out of my head. I think it would help if you… cleansed it. Gave me a benign version of it, calmed me down with it, so that that's the last memory I have of it." Titan Camera cringed internally - she felt she wasn't explaining this very well. She felt also a little shame over how rattled just that one blast from the command-beam had made her, while Comrade Soundkind had endured weeks under the manipulator-skibidi… "Dear Comrade Soundkind -- how much are you having to hide away?" thought Titan Camera. She owed her friend the chance to properly commiserate, but right now she needed some help herself.

"I can do that for you," said the TV Titan. "But I can't guarantee what you will experience. The term 'command-beam' is a shorthand -- it's better described as… imparting an idea and making the viewer think it their own idea; the best they've ever had. And then the viewer does all the rest. Did you want to continue?"

"…I do. I think I need this - if nothing else, I need to back on form for whatever fight comes next."

The TV Titan took its flightpack off and set it down, pausing briefly to let its back-plating click and settle, then shrugged its shoulders to re-seat its coat. "Take off your flightpack for now so you can lie more comfortably," it said. That typical manner of TVs - no 'you might consider'. Just the assumption that of course you will do what they tell you; it's the most logical course of action.

Titan Camera hesitated - she was wary of taking off her flightpack so close to a battle zone, and didn't have the TV Titan's option of making an emergency exit by teleport.

"Do not worry," said the TV Titan, correctly guessing the reason for her hesitation. "I'll keep watch for both of us." The TV Titan tapped one of its shoulder-screens. (Plus, Comrade Soundkind was in flight range if the worse came to the worst, reasoned Titan Camera to herself.) "You'll need to take that off too," the TV Titan said, pointing to the middle of its main screen - referring to the protective lens cover that Titan Camera was currently wearing. Titan Camera unclipped and pocketed the lens cover. "I'll bring you a new one when I can," said the TV Titan.

"This one still works," transmitted Titan Camera. "It's just bashed."

"Don't martyr yourself," said the TV Titan. "No reason you shouldn't have a new one. …You do that a lot, you know."

Titan Camera regarded the TV Titan quizzically.

"Martyring yourself, I mean. You keep pushing yourself past the point I would have fucked it off and got back to my hangar for repairs."

"You can teleport," thought Titan Camera. "You have the option of popping back to your hangar for a quick tune-up. Comrade Soundkind and I have no choice."

"That'll be your downfall one day if you don't pack it in," continued the TV Titan, as it sat down next to its flightpack, reclining against a cooling tower. The tower's skin crumpled a little bit, but the structure held. The TV Titan pushed and settled backwards into it a little more, pushing its dorsal arms back like a cat kneading a beanbag chair, cracking the brick skin of the cooling tower and bending the underlying scaffolding into a comfy Titan-shaped hollow. "Anyway, bring it in." The TV Titan detached its shoulder screens, letting the damaged one fly to the ground and sit there, and having the working one fly to another structure and perch there to keep watch. The Titan held out its arms, as if inviting a hug.

Titan Camera wasn't sure what Comrade TV was implying. She sat on the ground opposite the TV Titan, setting down her flightpack. The TV Titan flexed its fingers, in a 'come here' gesture. "You wanted to relax and calm down a little, didn't you? Come here - relax properly with me."

Titan Camera did so, a little reluctantly, mostly willingly. She let the TV Titan's hands guide her into place to recline on her big comrade's front, her lens gazing up at the TV Titan's screen. Titan Camera emitted a servo-squeak of discomfort at one of the TV Titan's claw-like core appendages bashing her own.

"Let me sort that out," said the TV Titan, revolving its core apparatus a little so its claws laid in between Titan Camera's own. The TV Titan gathered Titan Camera in its arms, hauling her into a position comfortable for them both. The cooling tower crunched sandily at the added weight leaning on it, but held. "Come on now," said the TV Titan soothingly, "You don't feel properly relaxed at all - you're more wound-up than the high-tension wire Polycephaly is currently setting up to decapitate skibs." The TV Titan stroked Titan Camera's back in circles. "Relax. You'll be in a better headspace when I give you the purple stuff."

Titan Camera made a conscious effort to un-tense, letting her servos wind down and her cables relax. The TV Titan slipped a hand into Titan Camera's coat collar and gripped the plating that sat under the flightpack fittings. The TV Titan spread its fingers and squeezed, making Titan Camera's plating pull uncomfortably for a second and then click satisfyingly into place on her frame-struts. Titan Camera revved her servos in surprise - taken aback but also grateful. She hadn't even realised that was something that needed doing.

"That new flightpack must be putting a lot of pressure there," observed the TV Titan. The flightpack was more powerful than Titan Camera's previous one, to be sure, but it had had to be fitted quickly in the field instead of thoroughly in a fully-equipped Titan hangar, and the fitting mechanisms had to reflect that. Titan Camera was surprised that the TV Titan had noticed or thought about that. Well, she supposed it did boast often of having the "best engineering team in the Alliance". Maybe the Titan and its crew talked about engineering topics more often than Titan Camera realised.

The TV Titan withdrew its hand from Titan Camera's coat. It noticed the harsh weld on Titan Camera's neck area from her recent field repair. Poor Comrade. The TV Titan automatically patted Titan Camera's back in sympathy.

"There you go, my good bitch," said the TV Titan. "Still want it? Comfortable enough to begin?"

"…Yes. I still want this."

"Of course. Just let the most powerful and perfect of all Titans do the thinking for both of us for a while." The TV Titan protracted the extra screens on its head, and all three screens blazed with electric purple. The blaze of purple rapidly filled Titan Camera's vision, until she saw nothing else at all, and drifted into that purple void.

The TV Titan gazed into Titan Camera's main lens and her remaining secondary lens, both beaded with purple reflections. In its mind it saw the purple void from the other side, looking from the outside to Titan Camera's mental presence within. It was used to seeing the skibidis' mind-motes as squiggly errant specks, fit for mentally plucking and dashing against the walls of the void. Titan Camera's mote was far more robust and less 'throwable'… but at the same time it didn't look as vivacious and zesty as a skibidi mote. Its surface was ragged and its outline pulsated, as though infected. Titan TV reached out mentally, as though cupping the Titan Camera mote in an imaginary hand. The mote immediately flinched and shied away - clearly rattled from its previous experience of the purple void (or a skibidi bootleg version of it). Suggestion was the key; it was all about suggestion. Ironically, being forceful would often rally the other entity's mind and make them all the more determined to resist - it was one of the first things new TVs had to unlearn. It was tempting to just 'grab' the mote representing Titan Camera's mind and say "Get petted, idiot," but the TV Titan had to be gentler than that.

The TV Titan began visualising a glowing globe of light around Titan Camera's mind-mote, projecting the feeling of 'safe' and 'protected' and 'unharmed'. It shifted its own mental presence, 'shuffling' it nearer Titan Camera's. Titan Camera's mental presence 'oozed', as though it had been cringing itself into shape and was now letting itself go, releasing from under pressure. Its outline shuddered briefly and then allowed itself to stop. The mote relaxed and coagulated its raggedness back into itself at the same time it flattened and spread… until it lay still and allowed itself to be 'stroked' into shape by the TV Titan's mind-presence.

Titan Camera felt… just a cosy nothingness.

Titan Camera's real body finally allowed itself to relax properly for the first time in a long time, hydraulics hissing and servos buzzing as they wound down, and plating gently creaking as the underlying framework untensed. The Titan's head slumped off-balance slightly, to the side with its remaining sub-camera - the TV Titan noticed this and cupped Titan Camera's head to hold it straight. ("I got you," thought the TV Titan.)

"That's the way," thought the TV Titan to itself. "You're doing so well, comrade." The TV Titan didn't often get the opportunity to use its command-beam outside battle. It felt… nice to use it for another's pleasure instead of for destruction.

"Can't let you relax too long," thought the TV Titan, idly stroking the other Titan's sub-camera with its thumb. "Need you to stay out of sleep mode and get back to the battlefield."

"The most powerful and perfect of all Titans I may be," said the TV Titan softly, "But you are the original, and always will be. My existence was possible only because of the groundwork you and your engineers laid down for me. …You took the greatest risk of us all, letting your mind be loaded into a war engine with no-one before you, to tell you everything would be alright… We are the alpha and the omega, you and I." The TV Titan stroked Titan Camera's back encouragingly. It took a moment to pay attention to the scene one last time, noticing every little detail of how thoroughly at ease Titan Camera was. "It's time to come back."

The TV Titan powered down and faded out the command-beam, folding in its cranial sub-screens, and held still to let Titan Camera 'wake up' in her own time. "Welcome back," the TV Titan said.

Titan Camera took stock of her sensations -- she was slumped on Comrade TV. She felt a twinge of embarrassment at how… over-familiar this was. But… the TV Titan didn't seem bothered in the slightest. Indeed, hadn't it encouraged this? It had invited cuddles and then encouraged her to relax, to let down her barriers for a little while.

"Let's re-equip, shall we? So we're ready to go at any time," said the TV Titan. Was that… a suggestion rather than a 'do what you're told'?

Titan Camera picked herself up off the TV Titan and stood. The TV Titan followed suit, Titan Camera offering it a hand up from its slightly embedded position in the wall of the cooling tower - which had gracefully cracked and buckled like an old sofa that had conformed to thousands of repetitions of bum, in a multi-centi-tonne bum speedrun. The TV Titan used its dorsal spike-arms to push itself forwards at the same time, leaving an odd imprint in the tower.

Titan Camera re-attached her dented lens protector, turning her 'expression' from friendly and curious back to battle-hardened. As the TV Titan brushed cooling tower brick-dust off the front of its coat, Titan Camera helpfully went behind the other Titan and grasped a handful of its coat, shaking it to dislodge all the brick-dust off the TV Titan's back.

The two Titans helped each other re-attach their flightpacks, re-fastening the fittings carefully and comfortably. "Thank you," Titan Camera transmitted to the other Titan as it adjusted the fittings of her newly-improved flightpack. "For the relaxation, I mean. Not just this," she pointed to the fitting that the TV Titan was currently adjusting. "…I hadn't realised how much I needed that."

The TV Titan displayed a smiling emoticon as it finished adjusting Titan Camera's flightpack. "We will survive this war, my friend." It held up its fist for a victory smash.

"Let's save that for Comrade Soundkind," transmitted Titan Camera. "We should catch up to her and talk tactics."

The TV Titan inclined its head in agreement, and both Titans flew on.

(I reckon a big-ass cooling tower could cope with a couple of Titans leaning on it. This powerplant in Westphalia has a 122m cooling tower, which is supposed to be around twice the height of the Titans.)

#skibidi toilet #skibidi fanfic #skibidi toilet fanfic #lensman tags: fanfic #skibidi tags: titan camera #skibidi tags: titan tv

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