#base model

[mirkokosmos]

by Mirko Lalit Egger

[car-stuff]

Creds to (x)

[weird-god666]

Doodles and News

Doodles first

Okay news now.

I Finished the pilot ep's script and I have obbtained VOICE ACTORS!!!!!!!!

|||First ep cast:

Alien, voiced by me

Real Emo (RE), voiced by My cousin

Fake Emo (FE), voiced by close friend |||

I know it's nothing big but I don't have any money soooooooo yea.

[taillgatevt]

Finished making the base for my bean vtuber model! I got 3 toggles I want to work on for it as well. Not 100% but it will be perfect for the template! Hopefully this weekend I can rig the template. Cause these will be so bouncy and cute

[b0tster]

twitter disabled viewing* public likes so ppl are making miiverse 'like' memes. thought it would be a fun art challenge. enjoy lol

[tagx01]

Exploring the Foundation: Understanding Base Models in Machine Learning

Understanding Base Models in Machine Learning

Machine learning, with its myriad of algorithms and techniques, often begins with the simplest of models: the base models. These foundational models serve as the starting point for understanding data patterns, making predictions, and laying the groundwork for more complex algorithms. In this article, we delve into the world of base models, exploring their significance and application in machine learning.

What are Base Models?

Base models are basic machine learning algorithms that form the foundation upon which more advanced models are built. These models typically employ simple mathematical functions and straightforward methodologies to analyze data and make predictions. While they may lack the sophistication of advanced algorithms, base models offer interpretability and serve as essential tools for understanding the underlying dynamics of a dataset.

Types of Base Models

Several types of base models are commonly used in machine learning:

Linear Regression: Linear regression is a classic base model used for predicting continuous outcomes. It fits a linear equation to observed data points, allowing practitioners to understand the relationship between independent and dependent variables. Despite its simplicity, linear regression remains a powerful tool in fields such as economics, finance, and social sciences.

Decision Trees: Decision trees are versatile base models capable of handling both categorical and numerical data. They recursively partition the feature space based on binary decisions, allowing for the capture of complex relationships within the data. Decision trees are widely used in classification and regression tasks due to their interpretability and ease of implementation.

K-Nearest Neighbors (KNN): KNN is a non-parametric base model that makes predictions based on the similarity of neighboring data points. It classifies data points by considering the k nearest neighbors to a given sample, making it effective for pattern recognition and recommendation systems. KNN's simplicity and intuitive approach make it a popular choice for various machine learning tasks.

Benefits and Limitations

Base models offer several benefits, including simplicity, interpretability, and ease of implementation. They provide a solid foundation for understanding data patterns and making initial predictions. However, base models also have limitations, such as susceptibility to overfitting or underfitting when dealing with complex datasets. Despite these challenges, mastering base models is essential for building robust and insightful machine learning models.

Conclusion:

In the vast landscape of machine learning, TagX recognizes the pivotal role of base models as the cornerstone for understanding data patterns and making predictions. Mastering these foundational techniques lays the groundwork for practitioners to leverage their expertise and develop more sophisticated algorithms, driving innovation across various domains. Understanding the significance and application of base models is essential for anyone venturing into the exciting world of machine learning with them by their side.

Visit us, www.tagxdata.com

[mendelmakes]

Drew an otter for a character I'll be playing in a ROOT: The Roleplaying Game campaign I'll be playing. This is a base model I'll use to put him in different outfits.

[lazer-t]

Low poly jackal character head, personal project

[theribbajack]

"Now, the vow will be honoured, and my Lord brother's soul will return."

Radahn stans keep winning, but I personally am in Miyazaki's walls rn

[excali8ur]

Short sibling oppression

[lucabyte]

A belief in Nominative Determinsim

[ink-ghoul]

For the past days I've been gathering references for like 10 different art pieces but I've started none of them

[starry-bi-sky]

Out of Context Stuff for a Danyal Al Ghul au i haven't posted - Pit Beast Danyal

Damian, 13: Look, Danyal, -- I am so sorry for everything that happened between us in the League, I hope you can forgive me.

Danny, 10 (allegedly): (has been secretly plotting to murder Damian this whole time, is still gonna do it obvs, but is going to make it significantly less painful now)

Danny: I-- of course, older brother. :]

--------

Bruce: what do you have there, Damian?

Damian:

Danny: (a hulking 10ft pit beast standing beside him, growling idly with ram horns gouging out his eyes and a second set of horns jutting into the air, spines down his back, and a long, spiked tail with an animalistic, skull-like face)

Damian, who smuggled him in (they've made amends): a smoothie, father

----------

Damian: this is my little brother Danyal, i murdered him when he was five. He festered in rage for the last half-a decade, took over a League mountain base in Switzerland, murdered everyone inside and then tried to murder me when I went to investigate with Drake.

Danny: hello!

Damian: we're cool now

----------

Damian: thoughts on resurrection

Danny, (a full ghost): i will succeed in murdering you if you try it

Damian: we'll put a pin in it then

----------

Danny (still instilled with League values): why don't we just murder him??

Damian, on patrol (Danny followed him): we don't murder people, Danyal

Danyal:,,,,are you sick, Dami?? Have you been possessed? Why not!?

(There is raucous laughing through the comms)

----------

Danny, five, pre-death: Dami! :D

Danny, dead, vengeful: Older brother (:

Danny, post-forgiveness: Dami! :]

-------

For some actual context: Danny is fully dead in this au, its a result of the classic DPxDC Demon Twins "death duel" trope but instead of Danny getting revived, he stays fully dead. Danny was five, Damian was seven. His ghost lingered though, and due to the proximity of the pits his ghost steadily absorbed the ambient energy it was letting off. The pits are not corrupted ectoplasm in this au, it's just liquid ecto.

Which means Danny's corruption from an angry and hurt little ghost boy to an unrecognizable monster is from his own doing. It's a result of him stewing in his hurt and anger for years, it physically warped him. He's very powerful. Danny can travel between League Bases but chose a small, out-of-the-way base in the Swiss mountains to fester in and then just. Never Left.

His influence steeped into the very foundations of the building, allowing him to transform and warp the rooms and hallways for his own bidding, Meaning he could turn it into a seemingly unending labyrinth if he so wished to, and block the entrance.

Eventually, blinded (both metaphorically and physically) by his own rage, Danny grew powerful enough to appear physically in the living realm and attacked everyone in the base, slaughtering them all and leaving the base abandoned. He attacks anyone who dares enter -- whether that be other league members, or the unfortunate hiker who stumbled across the base. His conscious is steeped into every nook and cranny of the building, there is nowhere you can hide where he can't find. Nobody leaves without his explicit say so. Nobody ever does.

Him appearing as ten years old before Damian in the skits above is his own physical doing. First it was to prevent Damian from being suspicious of him. Damian initially thought Danny was revived with the pits, he was too busy with his own training afterwards to notice that Danny never showed up again, and when he did notice, he assumed it was because Danny was too ashamed of his loss to face him. He'd always forget to ask about him.

Then it becomes a personal choice to appear as ten. It's how old he would've been had he been alive.

danny forgiving Damian is kinda for an offshoot branch of the main au. Whereas the main au takes the form of a ps4 first person horror game where Damian and Tim are investigating the Base for Plot Reasons. There's no sign of the rumored "monster" living inside until the end, where Danny, who was found inside the Base and has been happily "helping" them look around, manages to persuade Damian into splitting off from Tim in order to "show him something."

This something turns out to be Danny revealing that he never really forgave Damian for that fight, and he reveals through a horrifying transformation, that he was the monster the whole time. Which the game subtly hints at throughout as Danny's strange behavior becomes harder to ignore.

First from his insistence to only refer to Damian as "older brother" (when before the duel he always called him Damian or Dami), to him right off the bat denying the existence of a monster when questioned. ("There's no monster here, older brother. It's just me.") To other various things, like his knowledge of the outside world not matching up to modern times or things going on with the league outside of the base, or what happened to the other league members.

This whole idea was inspired by the song "Scylla" from Epic the Musical, with Danyal being the voice of Scylla as well as Odysseus, while Damian stands as Eurylochus. The instrumentals after Scylla says "hello" is him turning into the pit beast, and Scylla's "drown in your sorrow and fears" part is danny, as the pit beast, snarling at Damian while he attacks him.

There's a Good Ending, a Bad Ending, and a True Ending. The Bad Ending results in Damian being killed by Danny, it happens when Damian decides not to question or suspect Danny and treats him kindly. The Bad Ending is a cutscene, where Danny kills Damian quick and painlessly.

Meanwhile the Good Ending is Damian killing Danny. This is a boss fight, and it happens when Damian treats Danny coldly and suspiciously the whole time. Danny as a result, decides to make Damian's death painful as he had planned to, which is why it's a boss fight because it only causes him to double down on his anger.

The True Ending is Damian escapes with Tim. It happens when you treat Danny warmly up until the last minute, where when Danny proposes to Damian that he wants to show him something, Damian goes to talk to Tim and finally, reluctantly agrees that something is off with Danny, and that he'll be careful going in. It starts off with the boss fight until a third through, where it then changes to a cutscene where Tim manages to get the door open and Damian escapes out. It's then a chase scene down a never-ending hallway as the building actively works to keep you trapped inside. But you eventually make it to the exit so long as you avoid all the projectiles and doors.

Remember when I mentioned that Danny only lets people leave when he wants them to? That's where the treating Danny kindly throughout the game comes into play. It causes him to second guess himself and, eventually, reawaken and strengthen the love and admiration he had for Damian prior to his murder. It's why in the Bad Ending he kills Damian quickly -- because by then, he loves him enough that he doesn't want him to suffer, but is still so consumed by his rage and need for vengeance that he kills him anyways. That quiet part is what allows Damian (and Tim) to find the exit, because some part of Danny still loves Damian enough that he wants him to live.

The True Ending ends with a cutscene of Damian and Tim tumbling out into the snow/grass outside of the base. Damian looks up back to the entrance to see Danny standing there. But rather than a ten year old boy, there's a little five year old Danyal Al Ghul instead. He stares at Damian emotionlessly, blood seeping from his chest, staining his clothes, and little, bloody sword in his hands and tearstains on his cheeks, before he turns away and disappears back into the building.

[teakoarts]

I'm excited to announce that the teabold is live! I have a raffle for it over on my twitter if you want a chance to get it for free! Otherwise you can get it over on gumroad for 25USD!

[oblique-lane]

hey since you’ve posted two pieces in a row about my boy Scout I was wondering if maybe you could write more your thoughts/your hcs about him? I think he’s really interesting and I don’t often see people realize that he’s more complex that what he seems, like this man just seems very sad inside. i really like your analyses and your takes are some of my favorites

hope you have a good day!

Appreciate it! Although I probably won't say anything particularly new... Okay, let's talk about Scout!

Though he no doubt wears the persona of a confident cool guy, protecting his ego from vulnerability, I wouldn't say there's sadness inside him. More accurate would be fear.

People with sadness baggage are pretty passive and quiet. And Scout's reaction is to hit, run, scare away, cling anxiously to the object of security. That's fear. He's fearful.

He doesn't think about it much, he's a pretty happy guy in the environment he's in. But if something makes him go off the rails and he starts, God forbid, thinking.....

His core fear is not living up to his place in the world. He knows there's a place for him, but for some reason he feels like people think he's not good enough to take it. Anyone better and stronger could take his place at any time. He's on bird's rights here.

Growing up with older brothers, being not good at school, being the smallest and youngest mercenary of the team, this feeling doesn't leave him ever. It's a tiresome inner struggle: "How do I make my stay secure?", "How do I become worthy?"

Falling into this cognitive trap of searching for self validation in the outside world instead of inside of himself, he was doomed to be stuck in ambivalence:

To continue to pretend, risking being exposed as an imposter, or to be sincere and inevitably endure the unbearable pain of rejection and loneliness?

He laughs and taunts and overexplains himself so much. He clings to the only thing he's better than everyone at. He overcompensates; he demands attention and tries to make himself bigger. He hates being alone as it basically feels like being actually pushed off his place in the world. He clings to people but immediately pushes them away for being too dangerously close to finding out his fears. He needs to be with everyone to know and to control what they think about him.

And it never makes him calm down anyway, since all those efforts take a lot of energy. Tiresome to be, tiresome to pretend. And the prize is nowhere near the sight.

This loop of pain will never end, unless he breaks the very core mindset of his. The answer is stepping into this fear, but he can't even think about it! It feels like death! His ego will die and it's going to feel like he's dying as a whole.

A full existential, primal fear of an child to be rejected by his parent. "Not worthy of living".

(Based on the Lise Bourbeau's model of 5 soul wounds: Abandonment)

[drenched-in-sunlight]

bandmate sweethearts 🎸🌻