#Data augmentation

[publicdomainbooksdevotee]

Thank you, Keras transfer learning example webpage.

[negativemind]

Kornia：微分可能なコンピュータービジョンライブラリ

KorniaはバックエンドにPyTorchを使用したコンピュータービジョンライブラリで、古典的なコンピュータービジョンの処理を微分可能にして昨今のディープラーニングモデルに統合するためのPython向けライブラリ。 Kornia Korniaは、PyTorch用の微分可能なコンピュータービジョンライブラリです。 Korniaは、コンピュータービジョンの一般的な問題を解決するための一連のルーチンと、微分可能なモジュールで構成されています。このパッケージのコアではメインのバックエンドとしてPyTorchを使用して効率性を高め、複雑な関数の勾配の定義・計算にReverse-Modeの自動微分を利用しています。 Continue reading Kornia：微分可能なコンピュータービジョンライブラリ

[krissym72]

A Beginner's Guide to Creating Your Own AI Image Generator

In recent years, the intersection of artificial intelligence (AI) and art has sparked a revolution in creative expression. AI art generation, powered by sophisticated algorithms and neural networks, has enabled artists and enthusiasts alike to explore new realms of creativity and produce mesmerizing artworks that push the boundaries of traditional art forms. The importance of creating your own…

[walkingstackofbooks]

Tfw you have a "short idea" that turns into an entire beginning of a fic 😅

This was supposed to say "Julian and Data episode where they've been sent to assist on a project together, and get confused for each other. Their colleagues label Julian's oddities as being 'android behaviour', and Data's as 'honestly, augments': Data gets to enjoy being mistaken for a human-- although it's more complicated than simple enjoyment -- while Julian feels... Well. That's complicated too." But I couldn't think of the short version until I'd written most of this XD Enjoy!

--

Julian and Data episode where they've been sent to assist on a project together, and when they arrive, the woman greeting them asks dismissively, "Alright, so which of you's the augment and which is the android?"

Julian responds sarcastically, "It's a pleasure to meet you, too. I'm Commander Data, and this is my colleague, Doctor Julian Bashir," while gesturing towards his pips and Data's uniform colour - but the sarcasm is clearly lost on her, since the woman frowns at them, telling him sternly, "Whoever installed your sense of humour has done a bad job. I don't find wasting time amusing, and if you'd like to work on this project, you need to change back into your correct uniforms and stop playing around."

Data, of course, steps in to resolve this misunderstanding. "What my colleague meant to say is, that he's Doctor Bashir, and I'm--"

The woman cuts him off with a glare. "I've been warned about you, Bashir," she says. "Don't test my patience. Rules are rules here, and I won't have you flaunting them - or leading that android astray, either. Get changed, the pair of you, and report back to me at 1600 -- Ensign Bezerra!"

A short ensign in science blue stops in their tracks, almost seeming to hold their breath as they snap to attention.

"Bezerra will show you where to go," she says, turning back to them.

"Ma'am, just let me--"

"Enough! You might be a commander, but I am the doctor in charge of this project, and I'll thank you to treat me like it. Now, do you want to work on this project or not?"

The answer to that is increasingly becoming uncertain - Julian's excitement had significantly diminished the moment he realised that Lead Doctor Garrat was someone so unpleasant - but for now, both of them nod meekly, and follow the ensign to their quarters.

--

It was an illogical order, but one that his companion seemed set on following. It also seemed that Julian believed he'd won their debate over their next course of action, with his argument that there was no point to causing another argument with Garrat, and that for the meanwhile, they should act their respective parts until they can find someone more reasonable to listen to them.

"It is still against Starfleet regulations, to impersonate another officer," Data reminded Julian for a second time, as the doctor began shrugging off his jacket.

"Orders are orders, Data," Julian replied sharply. "Even stupid ones."

Data nodded, but made no move to begin divesting his own clothes, watching blandly as the doctor continued to undress. A minute later, an angry uniform came flying his way, which his hands automatically reached out to catch.

"Do you want to make more trouble for us?" Julian asked, and Data made his face frown, unsure if his answer would result in more unexpected hostility.

"I am not yet convinced that this course of action will result in "less trouble"," he replied truthfully.

"Oh, for fu--" Julian started, scowling again-- but then caught himself, and sat down heavily on the edge of the bed.

"I'm sorry, Data," he said, his face scrunching in a tell-tale sign of remorse. "It's my fault we've got into this mess, and now I'm not even listening to you. I'm as bad as Garrat."

"I would not call that a reasonable comparison," Data corrected. "You are angry because of an injustice. Lead Doctor Garrat, on the other hand, was..." He waited, pondering for a moment. "I believe that you might say she was 'being an ass'."

Julian snickered, the sound converting immediately into electronic pulses of confirmation: correct, correct, correct. Data had long noticed how humans often found it humourous when he attempted their vernacular, and having found the right combination of words this time, allowed Julian's short laugh to light up his brain.

"I'm not sure I'd be so polite as to leave it at that," Julian replied. "Oh, sod it. Hand me back my uniform, let's go and sort this out. If she sends us home, what have we got to lose, anyway?"

The asnwer seemed obvious. "The chance to research prezenimites in a localized, non-sochoric enviroment. You expounded at great length during our shuttle ride on the importance of the project and your excitement to be a part of its development."

Julian's face twisted in a way that Data could not interpret. His mouth had turned upwards again, but Data was not convinced that it was an honest smile. "Apart from that," Julian said in a softer voice.

"It is likely that if we were sent away at so early a juncture, a note would be placed in our records. In addition, I do not believe that our captains would be pleased we had lost this prestigious placement due to a sarcastic misunderstanding."

Julian groaned. "Dammit, Data - what do you want?"

"Want, Julian?"

Tilting his head, Data waited for the doctor to further explain, but Julian just shook his head and held out an arm. "Just hand me my clothes, Data."

His friend was, Data now registered, still mostly undressed - possibly a fact that had added to Julian's discomfort and agitation. However, he did not comply immediately: he believed that he was beginning to answer his confusion over why the doctor had been so insistent - eager, in his own way - to obey Garrat, despite the seeming senselessness of the order.

"You believe we would face fewer consequences if we pose as each other for a time?"

"Well yes, I do - but that doesn't matter, and I could be wrong anyway. It has been known to happen." Julian grinned widely, sending an array of opposing signals through Data's brain: he knew Julian was not happy.

"I could be wrong, too," Data replied. "I do not have enough information to determine the best course of action. I... have difficulties understanding human behaviour, and I do not understand Doctor Garrat. She seemed to dislike us even before you spoke."

A soft, huffed breath escaped Julian. "The augment and the android, yeah. As though we're so alike as to be practically interchangeable! Not that I think it's bad, to be like you, I mean..."

"I did not take offense," Data assured, turning Julian's words over in his mind. "I find myself, however, interested in a question this situation presents. While I still cannot understand why, it seems that Doctor Garrat's prejudice blinded her against the truth of our identities. I wonder for how long she would continue believing that I were you, and you were me, if we considered that informing her otherwise would be a lost cause."

It took a few moments for Julian to respond, a fact which did not surprise Data: he himself had found this train of thought rather unexpected.

"Hang on - a few minutes ago you were quoting Starfleet regulations at me, and now you want to do what?"

Data was sure there was some logic to his idea. He just hadn't computed it yet.

[qsupremacy]

I love looking at people canon x oc stuff bc I love seeing the vibes in a characters fan base and people’s creativity and shit.

But also y’all are cowards I don’t wanna read 80 million data/spock x human female ocs. Self inserts are valid and a tried and true tradition but c’mon let’s mix it up a bit. I would kill to see shit like spock x a vulcan but Nonstandard Vulcan or data x a cyborg.

It’s just an interesting idea to think of say, spock meeting and growing close with a vulcan who’s come from a different background who’s say, from a sect that interprets surak’s teachings or wasn’t raised by vulcans at all (but NOT raised by normie ass humans. I’ll allow humans but only if they’re deeply weird someway) They debate about it and how to Vulcan Right etc. like I’d love to see him with a full blooded vulcan who isn’t weird about his being half-human but gets into shit with him that truly only vulcans could ever care about.

And data!!!! With someone!!!!! Who’s so cyberneticly and maybe genetically altered that it makes others uncomfortable!!!! and is not as human looking as he is. Like their head is Human but their body is Cyborg Stuff like Cyborg or Alita and they have to work harder in some ways to pass bc like… at least data’s got skin. But just that interesting opportunity for community and understanding from two people who go to engineering when hurt and not sickbay.

[molagboop]

I would very much like to infoblast about Raven Beak's powersuit upgrade library with all the optimizations, QoL tweaks, security features, and the myriad integration systems Samus is currently lacking with her babby suit, but alas. Time restrictions.

[isaacathom]

my friends and i have been watching the star trek movies and i have soooo many thoughts about first contact but its been like 3 years since i watched the borg episodes in tng and im like. fuck do i need to rewatch those rq to figure out if my faint gripe with first contact is valid or not? shit, man

[ailifehacks]

Synthetic Data for AI Training: Solving Data Scarcity by 2026

Synthetic data for AI training bridges real‑world data gaps, enhances privacy, and scales model development by 2026, offering scalable, ethical, and cost‑effective solutions. When high‑quality datasets run scarce, synthetic data for AI training ensures continuity, privacy compliance, and scalability across sectors like healthcare, finance, and autonomous systems by 2026. Visit now 🔍 What Is…

[goodoldbandit]

Embracing a New Era: The Rise of Augmented Analytics.

Sanjay Kumar Mohindroo Sanjay Kumar Mohindroo. skm.stayingalive.in Augmented Analytics simplifies complex datasets with AI-driven insights that empower business decisions through clear and actionable data interpretation. Augmented analytics transforms data interpretation by using AI-driven systems that simplify the process of turning vast data collections into clear, actionable insights for…

[paranormal-playground-podcast]

The Future of Paranormal Investigation Technology: Emerging Tools and Their Potential

The field of paranormal investigation is constantly evolving, driven by advancements in technology and a growing desire to explore the mysteries of the unknown. Indeed, the tools and techniques used to detect and analyze potential paranormal phenomena are becoming increasingly sophisticated, offering new possibilities for researchers and enthusiasts alike. This article delves into the exciting…

[quarecresourcespvtltd]

Empower Your Business with Dedicated IT Resources from Quarec Resources Pvt. Ltd.​

At Quarec Resources Pvt. Ltd., we provide top-tier Dedicated IT Resources to propel your business forward. Our skilled IT professionals seamlessly integrate with your team, offering expertise in software development, system administration, network management, and more. By choosing our dedicated resources, you gain flexibility, cost-efficiency, and the ability to swiftly adapt to evolving technological demands. Partner with Quarec to ensure your IT operations are robust, scalable, and aligned with your strategic goals.

[philomathresearch]

The Impact of Technology on Consumer behavior

Technology influences consumer behavior by shaping purchasing decisions, enhancing convenience, and driving online shopping trends. For more detail visit here : https://www.philomathresearch.com/blog/2025/04/01/the-impact-of-technology-on-consumer-behavior/ 

[technologyequality]

AI-Powered Decision-Making: How to Execute with Precision and Confidence

AI-Powered Decision-Making How to Execute with Precision and Confidence Scaling a business is one thing, but making the right decisions at the right time? That’s the real challenge. We’ve already explored AI-powered leadership, customer experience, innovation, and strategic planning. Now, it’s time to connect the dots and focus on something that determines whether all of those efforts succeed…

[manmishra]

🚀 Dive into the future of data storytelling! Discover how AI and innovative tech are transforming the way we communicate insights and engage audiences. Explore the essential role of human creativity in this evolving landscape and learn how to leverage these tools for impactful narratives. Read more about it in our latest article! 🌐📊 #DataStorytelling #AI #Innovation #MarketingStrategy

[defencecapital]

HAL Management Academy , IIIT Dharwad sign MoU for collaborative research, skill development

By A Correspondent Bengaluru (Karnataka): India’s state-run Hindustan Aeronautics Limited (HAL) Management Academy, the nodal training agency of HAL, and the Indian Institute of Information Technology, Dharwad, (IIIT-Dharwad) have signed a Memorandum of Understanding (MoU) to strengthen industry-academia collaboration in advanced technologies. The partnership would focus on joint research,…

[sentientuwu]

Not as humble blackpilled Vsauce