#The Real Data Science Course

[sanjanabia]

How Can Data Science Predict Consumer Demand in an Ever-Changing Market?

In today’s dynamic business landscape, understanding consumer demand is more crucial than ever. As market conditions fluctuate, companies must rely on data-driven insights to stay competitive. Data science has emerged as a powerful tool that enables businesses to analyze trends and predict consumer behavior effectively. For those interested in mastering these techniques, pursuing an AI course in Chennai can provide the necessary skills and knowledge.

The Importance of Predicting Consumer Demand

Predicting consumer demand involves anticipating how much of a product or service consumers will purchase in the future. Accurate demand forecasting is essential for several reasons:

Inventory Management: Understanding demand helps businesses manage inventory levels, reducing the costs associated with overstocking or stockouts.

Strategic Planning: Businesses can make informed decisions regarding production, marketing, and sales strategies by accurately predicting consumer preferences.

Enhanced Customer Satisfaction: By aligning supply with anticipated demand, companies can ensure that they meet customer needs promptly, improving overall satisfaction.

Competitive Advantage: Organizations that can accurately forecast consumer demand are better positioned to capitalize on market opportunities and outperform their competitors.

How Data Science Facilitates Demand Prediction

Data science leverages various techniques and tools to analyze vast amounts of data and uncover patterns that can inform demand forecasting. Here are some key ways data science contributes to predicting consumer demand:

1. Data Collection

The first step in demand prediction is gathering relevant data. Data scientists collect information from multiple sources, including sales records, customer feedback, social media interactions, and market trends. This comprehensive dataset forms the foundation for accurate demand forecasting.

2. Data Cleaning and Preparation

Once the data is collected, it must be cleaned and organized. This involves removing inconsistencies, handling missing values, and transforming raw data into a usable format. Proper data preparation is crucial for ensuring the accuracy of predictive models.

3. Exploratory Data Analysis (EDA)

Data scientists perform exploratory data analysis to identify patterns and relationships within the data. EDA techniques, such as data visualization and statistical analysis, help analysts understand consumer behavior and the factors influencing demand.

4. Machine Learning Models

Machine learning algorithms play a vital role in demand prediction. These models can analyze historical data to identify trends and make forecasts. Common algorithms used for demand forecasting include:

Linear Regression: This model estimates the relationship between dependent and independent variables, making it suitable for predicting sales based on historical trends.

Time Series Analysis: Time series models analyze data points collected over time to identify seasonal patterns and trends, which are crucial for accurate demand forecasting.

Decision Trees: These models split data into branches based on decision rules, allowing analysts to understand the factors influencing consumer demand.

5. Real-Time Analytics

In an ever-changing market, real-time analytics becomes vital. Data science allows businesses to monitor consumer behavior continuously and adjust forecasts based on the latest data. This agility ensures that companies can respond quickly to shifts in consumer preferences.

Professionals who complete an AI course in Chennai gain insights into the latest machine learning techniques used in demand forecasting

Why Pursue an AI Course in Chennai?

For those looking to enter the field of data science and enhance their skills in predictive analytics, enrolling in an AI course in Chennai is an excellent option. Here’s why:

1. Comprehensive Curriculum

AI courses typically cover essential topics such as machine learning, data analysis, and predictive modeling. This comprehensive curriculum equips students with the skills needed to tackle real-world data challenges.

2. Hands-On Experience

Many courses emphasize practical, hands-on learning, allowing students to work on real-world projects that involve demand forecasting. This experience is invaluable for building confidence and competence.

3. Industry-Relevant Tools

Students often learn to use industry-standard tools and software, such as Python, R, and SQL, which are essential for conducting data analysis and building predictive models.

4. Networking Opportunities

Enrolling in an AI course in Chennai allows students to connect with peers and industry professionals, fostering relationships that can lead to job opportunities and collaborations.

Challenges in Predicting Consumer Demand

While data science offers powerful tools for demand forecasting, organizations may face challenges, including:

1. Data Quality

The accuracy of demand predictions heavily relies on the quality of data. Poor data quality can lead to misleading insights and misguided decisions.

2. Complexity of Models

Developing and interpreting predictive models can be complex. Organizations must invest in training and resources to ensure their teams can effectively utilize these models.

3. Rapidly Changing Markets

Consumer preferences can shift rapidly due to various factors, such as trends, economic changes, and competitive pressures. Businesses must remain agile to adapt their forecasts accordingly.

The curriculum of an AI course in Chennai often includes hands-on projects that focus on real-world applications of predictive analytics

Conclusion

Data science is revolutionizing how businesses predict consumer demand in an ever-changing market. By leveraging advanced analytics and machine learning techniques, organizations can make informed decisions that drive growth and enhance customer satisfaction.

For those looking to gain expertise in this field, pursuing an AI course in Chennai is a vital step. With a solid foundation in data science and AI, aspiring professionals can harness these technologies to drive innovation and success in their organizations.

[indembminsk]

Boost Your Earning Potential: Top Courses in New York for Financial Success

New York, the bustling hub of business, technology, and creativity, offers myriad opportunities for those looking to enhance their skill set and increase their earning potential. Whether you’re looking to break into the financial district, scale the corporate ladder, or jump into the start-up scene, the city that never sleeps has something for everyone. Here is a curated list of top courses to…

[cacmsinsitute]

Data to Decisions: How Data Science Enhances Real-World Projects

In the twenty-first century, data is frequently referred to as the "new oil." Data is the driving force behind the digital age, just as oil was the driving force behind the industrial revolution. Data is abundant and, at times, overwhelming in its raw form. It is analogous to crude oil in the ground, ready to be retrieved and refined into valuable resources. Data science is the process of refining raw data into usable insights that power real-world projects and impact the future.

The Data Revolution

The data revolution has altered the way corporations, governments, and organizations work. When making vital decisions, relying on intuition or traditional procedures is no longer sufficient. With a world flooded with data, the capacity to extract relevant information and make data-driven decisions has become a competitive advantage.

Data Science as a Transformative Catalyst

Data science is the spark that bridges the gap between data and decisions. It is an interdisciplinary field that combines expertise in mathematics, statistics, computer science, and domain knowledge to identify hidden patterns, trends, and correlations within datasets. These insights, in turn, enable stakeholders to make educated decisions that can lead to increased efficiency, cost savings, and innovation.

Real-World Applications

Data science is more than simply an academic study; its real-world applications are broad and far-reaching. Let us look at some significant areas where data science may help:

Healthcare

In the realm of healthcare, data science is used to analyze patient information, predict disease outbreaks, and optimize treatment regimens. It aids in personalizing medicine, lowering healthcare expenses, and saving lives.

Finance

In the financial sector, data science is used for risk assessment, fraud detection, and algorithmic trading. It assists financial organizations in making educated investment decisions and maintains the security of financial transactions.

Marketing

Data science is the primary element behind tailored marketing strategies. It analyzes consumer behavior, identifies potential leads, and optimizes advertising efforts to increase sales and customer engagement.

Transportation

Data science is utilized in transportation for traffic optimisation, route planning, and the development of self-driving vehicles. It decreases traffic, improves safety, and reduces carbon emissions.

Education

Data science in education helps to personalize learning experiences, track student performance, and improve educational outcomes. It enables educators to personalize instruction to the requirements of individual students.

The Data-to-Decision Methodology

There are numerous critical steps involved in the path from data to decisions:

Data collection: Compiling information from multiple sources, such as social media, sensors, questionnaires, and historical documents.

Data Cleaning: Preprocessing data to remove errors, inconsistencies, and outliers.

Exploratory Data Analysis: Understanding the data's structure and relationships between variables.

Feature Engineering: Selecting relevant features and transforming the data for modeling.

Modeling: Using statistical and machine learning methods, predictive models are constructed.

Evaluation: Determining the optimal strategy and evaluating model performance.

Deployment: Putting the model into practice in practical settings.

Monitoring and Iteration: Refreshing the model on a regular basis to make it more accurate and flexible to changing circumstances.

Conclusion

The motor that propels us from data to decisions is data science. It enables real-world initiatives in a variety of industries, allowing organizations to make data-driven decisions that drive innovation and efficiency. Understanding the importance of data science is not simply an advantage in a data-driven society; it is a requirement for people who want to design a better, more informed future. The data-driven era has arrived, and the insights gained from data science are increasingly powering the decisions we make today.

Consider joining CACMS Institute, Amritsar's best computer institute, if you want to learn more about the transformative realm of data science. Our comprehensive data science courses will provide you with the information and skills you need to harness the power of data for real-world applications.

To begin your adventure in data science, call us at +91 8288040281 or visit our website, http://cacms.in/data-science/ Your data science career begins at CACMS Institute.

[estbenas]

PREDICTIVE ANALYTICS ONLINE COURSE | DATA ANALYTICS FULL COURSE IN CHENNAI | DATA ANALYSIS COURSE NEAR ME | ONLINE MASTERS DEGREE ARTIFICIAL INTELLIGENCE | ARTIFICIAL INTELLIGENCE MASTERS DEGREE ONLINE | BEST MASTERS FOR ARTIFICIAL INTELLIGENCE IN CHENNAI | DATA VISUALISATION WITH POWER BI IN CHENNAI | MICROSOFT VISUALISATION COURSE IN CHENNAI | DATA VISUALISATION IN POWER BI | TABLEAU VISUAL ANALYTICS COURSE IN CHENNAI | VISUAL TABLEAU IN CHENNAI | DATA VISUALIZATION TOOLS FOR DATA SCIENCE | SIMPLE DATA SCIENCE PROJECT USING PYTHON IN CHENNAI | PYTHON BIG DATA CERTIFICATION IN CHENNAI | PYTHON DATA SCIENCE REAL TIME PROJECTS IN CHENNAI

Predictive Analytics Online Course, Data Analytics Full Course In Chennai, Data Analysis Course Near Me, Online Masters Degree Artificial Intelligence, Artificial Intelligence Masters Degree Online, Best Masters For Artificial Intelligence In Chennai, Data Visualisation With Power Bi In Chennai, Microsoft Visualisation Course In Chennai, Data Visualisation In Power Bi, Tableau Visual Analytics Course In Chennai, Visual Tableau In Chennai, Data Visualization Tools For Data Science, Simple Data Science Project Using Python In Chennai, Python Big Data Certification In Chennai, Python Data Science Real Time Projects In Chennai.

Visit : https://cognitec.in/testimonial

[scondigital2022]

"Power BI helps businesses collect, analyze, and visualize data. To boost your career, get Power BI certified. SCON Institute is a top Power BI certification training institute in Mumbai.

SCON Institute offers top-notch business analytics and data science training. A complete Power BI certification course covers data modeling, visualization, and report development. Hands-on Power BI training helps you solve real-world business problems.

SCON Institute offers Power BI certification training in Mumbai at a moderate cost. The cost of the training program depends on its length and certification level. SCON Institute offers inexpensive, high-quality training.

SCON Institute trainers have real-world Power BI experience. They understand the tool well and can offer practical advice on its use. Trainers will provide personalized advice throughout the training program.

SCON Institute offers other business analytics and data science courses than Power BI certification. This lets you learn more about this field.

SCON Institute offers affordable, high-quality Power BI certification training in Mumbai. One of the leading Power BI certification training institutions in the city, they offer thorough course content, hands-on instruction, and skilled trainers. contact-7676301459 mail-contact@sconinstitute.com

powerbi #microsoft #businessintelligence #excel #dataanalytics #datascience

[alexistudies]

monday, august 26th

last week, classes for the fall semester officially started! it's absolutely wild to me that i'm a 2nd year PhD student now... 1st year went by hella quick but it was such a fruitful year. i'm hoping my 2nd year is just as amazing and filled with learning.

this semester, i'm taking

clinical neuro

multiple linear regression (data science course)

biostats and bioinformatics

prodev seminar

the biostats class starts in october bc its a half session, online course so in reality, im only taking 2 real classes at a time.

pictured above

setting up an EEG system in our lab for my upcoming study

the loft at this amazing coffee spot in PHX

my typed up data checklist and protocol for my EEG study (i don't want to admit how long those took me to write)

i hope you all have a great start to the semester!

[riskyraiker]

Hello!!! I hope you're doing well!! I would like to request cybertronian! Reader with like four arms and that's like the Queen or King of the battlefield in ancient Cybertron history (example: reader was the strongest Autobot ever in history and there's ancient data about reader and photos too ykyk what I'm getting👍🙏😭) and the reader then got summoned by Megatron or idk at that point but you can choose what happens!! :33 I hope this isn't too much😭

OH MY!!! I LOVE THIS!!! but reader is an autobot in this, please tell me if you want to see an decepticon version. You are a head taller than Megatron in this.

---------------------------------

You remembered everything about how you got killed, the crying before you lost your hearing, the optics looking in horror how the strongest autobot is about to die. Now? Nobody has any idea what happened, your body vanished before they started looking for it. Optimus carried your legacy as the one and last prime. He was your friend, but you didn't get to be friends that long. Since he was made so late and you met 10 years before the war started. It felt like you woke up immediately you fell down. Where am I? you think, but soon enough you hear a voice you recongize. Megatron. "The legend is real! Y/N! I have summoned you to help us decepticons to bring Cybertron back to life and rise as the Queen/King of the battlefields like you used to be!" used to? Used to?! "Since when I wasn't the Queen/King of the battlefields? And what do you mean summoned?" I put my upper hands on my waist and lower ones crossed. "You have been offline for quite a while, Y/N. Join us since I don't want to destroy such a fighter." What is he talking about? Before you could answer a spacebridge appeared. Well it's a groundbridge but you don't need to know that yet. Through the groundbridge walks Optimus Prime himself! "Orion?!" "OPTIMUS!" Both you and Megatron yelled. "Y/N DESTROY HIM!" Did he just order me around, used-to-be-low-level mech just ordered me around?! "Are you! GIVING ME! THE QUEEN/KING OF THE BATTLEFIELDS, ORDERS?" I jumped to attack Megatron, he dodged. Another swing and a hit aswell. Punching again, Megatron catched my servo, but is definitely struggling against all my strength. I almost forgot! I have four hands! You thought as you go and punch Megatron into his 'stomach'. You pick him up and throw him to the nearest cliff you see. "Y/n? It can't be." That low voice..turning around you look at the red n' blue mech. "Optimus?"

Optimus Prime

He missed you so much! So so so so much! No matter how emotionless he can be he definitely hugged you either at the spot where you two reunited or back at the base.

Before you were summoned and revived he used to look through your files. He always stared at the picture, trying to remember how you looked when he would do something smart or help them with something.

He would try (keyword! try) to spar with you as training, but he lost usually. (Much to his shock, he did think he was good at fighting.)

Would let you go alone to a mission (HOW) and lets you have fun with the kids every now and then.

He need help? You're there. He's losing to Megs? You're there to beat some decepticon aft.

He loves your four hands, anytime he would be hurt or just needs support all your hands would around him hugging him gently.

But in the battlefield? Oh oh I'm glad you asked. He doesn't know if he should be scared or proud to see you back in action. He is glad about that you would save him no matter what comes against.

Ratchet

He had heard about you when Cybertron still had life on it's surface.

He never believed you're real, until the moment he sees you.

Four arms!? He had to check them out (for science research of course) and see how they work, because he's a medic!

Anytime you would get wounded he's rushing over to you.

He would be against it that you would go on the battlefield. You ALWAYS have to confront him that you hold the title queen/king of the battlefield.

He does like how nice and helpful you are. Since you're the queen/king of the battlefield he didn't think you would be nice and help him around the lab.

If he needs an substitute for work when he needs rest you would take his place immediately for his sake.

Bumblebee

He would be a little scared of you since you beat Megatron so easily.

The moment you prove you wouldn't hurt any of the team he would be your son from now on.

You two always had each others backs.

He would love clinging on to one of your four arms.

He has any form of a problem? Don't worry you already know about it and you'll solve it.

If he would ever get hurt you would show the enemy why you hold the title as the queen/king of the battlefield

Before you arrived he used to read some datapads about you which he got from Optimus.

He would ask you to teach him how to fight.

Arcee

She would be amazed by the amount of arms you have, but won't show it until she trusts you.

Would trust you the moment you beat Megatrons aft in front of her optics, because none of the cons would dare to even poke him.

She would be grateful that you saved her and others in the Battlefield.

Would be surprised to find some old files of you and would be more shocked to read them.

You both are badass in Jack's opinion.

Since you know how awful it's to lose a partner in the team you won't question her or how untrusting she is.

If she would get hurt in the middle of a fight you would carry her with one of your hands and fight others.

Bulkhead

He would admire you and your strength. You just beat Megatron with ease!

He had heard rumours about someone like you when he was a wrecker back in Cybertron, but never believed them until now.

He always wants to go in battles with you to see how ruthless is the queen/king of the battlefields.

He was in trouble and cornered by vehicons in a energon mine? Those vehicons looked like they belonged in a scrapyard after you attacked them.

He would be a fanboy with wheeljack and praise the ground you walk on.

Training? Hell yea he would be in. Until he loses every single time.

Wheeljack

Oh oh don't even get me started!

Would hate you, but love your fighting style at the same time.

"pshh, show off." Could be heard anytime you and him were in the battlefield the same time.

You did start to grow on him. Suddenly you weren't so bad in fighting, suddenly you weren't such a show off, suddenly he seemed to like your presence.

Now? You two are the destructive duo.

Ratchet would be worried about you more than wheeljack.

"ouch, that just broke my spark docbot." He was definitely kicked in his aft after that.

He would go on drives with you so he could get to know you better. (Surprisingly since he's such a loner)

Smokescreen

He would run over to you the moment you walk into the base.

"YOU'RE REAL?!" apparently he has read about you before.

You wouldn't have any privacy for a week since he's like a golden retriever who clings to you 24/7

He would be flabbergasped how somebots in the team didn't trust you yet. "They're the strongest Autobot in history! Let's keep them, pleeeease!"

Like I said already. He's such a golden retriever. He needs your attention, he needs you to teach him fighting etc.

Now you're his new mom too! You got two new sons! Yippee i guess?

When he sees you in action, he has star eyes. You know when he talks about it when optimus first uses the star saber? He talks like that but even more excited!

Ultra Magnus

Has high respect for you, but would hate how reckless you can be with wheeljack.

He would give you a lecture, but it falls through deaf audio receptors.

The moment he sees you in action he would doubt you less.

He knew that you used to exist, well now that you're actually alive he can't help but feel a little bit relieved that the autobots have the upperhand.

If you would call him Sir he would let you off easier.

Was surprised when he lost his hand that you supported him best you can. He didn't think that the queen/king of the battlefields could be so soft.

Denied it when you suggested that he's your adopted grumpy son, since he's always so worried about you. (He is your son now, but doesn't let the team know)

-------------------------------------------

AN: I HOPE YOU LIKED IT AND I APOLOGIZE THAT IT TOOK SO LONG. I HAD A CAMP AND NOW SCHOOL IS STARTING SO I WAS BUSY😭😭🫶

[dravenscroft]

So my wife and I are working on a long fic that's a Terror modern AU set in a secondary school. My wife is a teacher and has experienced The Horrors of crappy schools being taken over by academy trusts and becoming weirdly corporate firsthand. We're like 50k into it and it'll probably be like 60k? I think? Anyway we're uploading it on my Ao3 soon but here's a brief rundown of some of the highlights:

Crozier is the new joint head of school, he's been moved there against his will to work alongside Fitzjames, the 'Head of Data', which Crozier thinks isn't a real job.

Franklin is the Executive Head but he's NEVER at the school, he's always busy at head office and has no idea what chaos goes down.

Fitzjames used to be a drama teacher until he got promoted up. He hasn't taught in years and so Crozier has zero respect for him...at first.

Little is the exhausted head of English and he is regularly being verbally abused by the children. He is having a Bad Time.

Hodgson is the music teacher. Irving is the art teacher.

Collins is the maths teacher...he has had a sniffle since the start of the year...he is maybe over medicating with Lemsip and cough medicine in an effort to keep coming to work.

Goodsir is the bright-eyed NQT biology teacher. He is still full of wonder and hope. Oh, to see the UK education system 'with eyes as an NQT...'

Stanley is the head of science. He is not full of wonder and hope. Obviously.

Blanky is the geography teacher who has been there since forever and doesn't take any shit. He's beloved by the kids but they also rightly fear him because he will tell them what for if they misbehave. He also has NO concept of professional corporate speak in emails. He will tell it like it is.

...Oh yeah, there's emails in there too. It's partly epistolary.

Jopson is the highly competent office worker for the school reception. He WILL find a way to schedule the unscheduleable, he WILL handle any difficult parent that comes his way, and he WILL answer every email in a timely fashion.

He works alongside Billy of course, who doesn't want to be there, except maybe for the gossip.

Bridgens takes on the work of several as is normal in a terrible school...he's librarian, and the first-aider, and a TA, along with his husband Peglar who is also a TA.

Tozer is the disillusioned P.E teacher who USED to enjoy his job until Heather left and took another job on the other side of the country and the Academy (Admiralty Trust) took over...now he hates his job and is totally checked out.

And then of course there's Hickey...a problematic parent who has made bringing down Crozier and the school his primary goal. It was very hard to imagine Hickey with a kid but we came to the decision that his daughter was born when he and the girl's mother were like 15, a one-time fling before he figured out his sexuality, and he has Regretted It Ever Since because good GOD this man doesn't want to be a father. He only has her on weekends and isn't in contact with her mother at all. He WANTED to run off to Hawaii like in canon but then his kid's mother said she'd chase him to the ends of the earth for child maintenance if he did. He is NOT a good father, this troubled, angry teenage girl lives off takeaway and pot noodles and they mostly just try to avoid each other when she's at his scummy little flat. HOWEVER, because Hickey is all about his ego, when there are Issues with his daughter at school Hickey takes it as a slight against HIM, and makes revenge his goal.

His daughter also features, she's a 'managed move' student who was nearly expelled from her last school for bringing in a knife. She's very troubled and terrorises the teachers (she's referred to as 'a little terror' in one of the emails...) but she also ends up bonding a little with Crozier, who tries his hardest to turn things around for her. It's just too bad her father wants to cause Problems rather than do anything to ACTUALLY help her.

Anyway yeah. It's mostly comedic but with a few serious issues tackled (like the obvious neglect this girl experiences, for one) - it's mostly been a way for my teacher wife to rant about Academy schools and just the general failings of the UK school system lmao. There is Social Commentary involved.

Anyway it's Coming Soon.

[centrally-unplanned]

Since I am discussing anime academia today, I was reading another paper that was equally frustrating, along a different axis:

“Do female anime fans exist?” The impact of women-exclusionary discourses on rec.arts.anime

This as a premise is a good concept; someone mining the 90's Usenet anime communities for how the fandom saw female fans back then (the article title is quoting one such thread). So of course, the opening line of this article about the anime fandom in the 90's is....sigh....a reference to Donald Trump:

Commenting on the 2016 American presidential elections, multiple news reporters noted that a relationship could be found between Donald Trump supporters and online anime fans

It of course goes on to discuss Gamergate, 8chan, online right-wing radicalization, references to the "Fascist" themes of Attack on Titan, and on and on. The obvious problem with this is that it is irrelevant; the "methodology" section involves this aside about how they pulled this data from Google Archives but Google is an advertising firm and not a replacement for a real archive and we need to Fight The System and buddy my dude that is not germane to your sample size!!! But more importantly, it is backwards. I don't need to explain the argument here in detail; the article is positing a throughline from 90's anime discourse to modern right-wing internet politics through a sort of 'lock-in' effect of built culture norms around misogyny. Which is fine, you can make that argument - but why is all this future stuff in the first section? You haven't really presented the argument yet! This isn't a book, its not the intro chapter - literally 30% of the text of this article is stating a conclusion upfront, justified not through the text itself but citations to other articles about its truth.

This is something media studies pulled from traditional science - traditional science states "established facts" up front that the paper is building on. But that is because - a thousand caveats aside - in chemistry those facts are....facts. They may be wrong facts, but they can, ostensibly, be objective descriptors. This paper cites "anime is still synonymous with far-right ideologies of white and male supremacy, and events of anti-Blackness" like its citing the covalent bond count of carbon. That is not and never will be a fact one can cite, that is an argument; and its not one that is important for understanding this analysis of Usenet groups. This structure is pulled from other sciences, but it flourishes because it lets you pad the citation count of your peers. Its embarrassing how often you can skip the first 1/3rd of a paper in this field - really the worst possible thing to copy from economics (ding!)

This paper also does the insane thing of jumping between citations from 1992 and events in the 2010's like anime culture is continuous between those time periods. Its an extremely bold claim it just does in the background... but lets set that aside.

This hyper-politicization & hyper-theorizing leads to the second issue of extreme under-analysis. This is the actual value-add of this paper:

From this search, I was able to find the discussion threads “How many females read r.a.a.?” (135 messages; opened on July 13, 1993), “Question: Girls on r.a.a?” (23 messages; opened on February 25, 1994), “Female Otakus” (221 messages; opened on June 25, 1994), “Women watching anime” (72 messages; opened on October 4, 1994), and “Female fans - Do they exist?” (61 messages; opened on October 26, 1995). While these discussions may seem like they were spaces for marginalized users to discuss their experiences, they were often started and overwhelmingly occupied by identified male users. In total, I extracted 252 messages from 1992 to 1996 that were relevant to the gendering of anime fandom, and among those, I classified them as 7 kinds of negative networking discursive practices: (e.g. Table 1. Negative networking practices on rec.arts.anime).

252 messages, five threads - later on it will name other threads, so its more than this, but you get it. It has a bunch of data. And from that data, the article quotes...less than half a dozen examples. There are no quantitative metrics, no threads are presented or discussed in detail from this data set. Some other event is discussed in detail, but again it quotes essentially one person once. The provided "Table 1", the only Table, is a list of the author's categorizations of the data; the data itself is not present. Its file format is a CSV, presumably to mock me for clicking it.

There is, from top to bottom, a complete lack of engagement with the data in question. This would fail an intro anthropology seminar; the conclusion is simply presumed from 1% of the sample size while the rest of the messages are left on read. I just don't think there is any value in that, a handful of messages from 1996 divorced from their context and stapled onto modern politics as a wrap-up. What did the people on this Usenet value? How did they think of women collectively? As anime fans, as outsiders, as romantic partners, as friends? What subfactions existed? Questions like those would presumably be the point of this investigation, but they are treated as distractions.

And this article was, in anime academic circles, a pretty well-trumpeted one. I'm not cherry-picking a bad one here, it was the "hot paper" of the month when it came out. Its just that the standards can be so low, its a field that simply lacks rigor. Which doesn't stop a ton of great work from being done btw, that isn't my point at all. My point is that the great work is not selected for; it goes unrewarded, bogged down by academic standards divorced from discovering real insights.

(I do not think the question "why are they misogynist" ever crossed the author's mind. That should be your literal thesis, and its a ghost. Just ugh.)

[eomayas]

new thing (pt.2) • pcy

pairing: chanyeol x f reader, age gap

genre: smut, 18+ MINORS DNI!!! chanyeol is a munch! little bit fluffy

synopsis: after running into chanyeol, he asks you out on a date, and you’re the dessert.

warnings: oral (f receiving), praise, p in v, pwp

series masterlist

it certainly wasn’t the last time you saw chanyeol. no, you saw him exactly three days after that, when you ran into him at a supermarket you rarely ever shop at. you were simply in the area, because it’s close to your job, and bumped into him on your way to check out. all you had in your hands was a package of wholegrain crackers that you and seulgi liked, and kombucha. he, on the other hand, had a basketful of stuff, which made you feel extremely young.

he noticed you first, your name leaving his lips in a way that made your heart jump and your stomach flip. you didn’t know why you were nervous—you ran into people you’ve had sex with before—but it was different, seeing him outside of the bar setting. he was in a plain black tshirt, black joggers, sneakers, and a yankee hat; the outfit should not have set you off, but it did. the simple sexiness of it all made your core jump.

you said hi, and you’re grateful that he’s personable, because you forgot how to hold a conversation. he could definitely sense your nervousness, and kept the conversation short, ending it with asking you to lunch exactly a week from the first time you guys had sex. you were stunned, but you said yes, of course.

that saturday came around, and you guys met at a brunch restaurant that you’d probably only ever go to if you and seulgi have good news, or really wanted to treat yourselves. the inside was beautiful and the menu was expensive, and chanyeol didn’t even flinch to pull his card out and pay for you meal. it shocked you, and you hoped you didn’t show it because you’re used to men either wanting to split the bill, or begrudgingly pulling out their wallets.

you learned that day that he’s the oldest sibling to a younger brother, that he’s a music producer and songwriter, and that he originally went to school for data science before dropping out to pursue music. he doesn’t check his phone the entire time you are both together, and he checks on you to make sure you made it home thirty minutes after you leave. he asks you questions about yourself, and smiles when you start most of your sentences with ‘ummm’, whereas the men—boys—you’ve been with before him would have lost interest in what you were saying immediately. it’s safe to say chanyeol is a real man compared to your exes, and it’s a very foreign experience, though not unpleasant and unwelcomed. before the night was over, he asked to see you again, which is currently what you’re getting ready for on a friday night.

you finish clasping your large hoops in your ear and do a once-over in the mirror. you thin black dress clings to your body in all of the right ways, but it’s real intent is for chanyeol to rip it off of you by the end of the night.

“okay, seul, how do i look?” you ask, stepping out of your room and poking into the doorway or hers. seulgi looks at you and screeches, clapping her hands together.

“bitch, you look too good!” she yells, and you pose dramatically in her doorway. “i take it you won’t be coming home tonight?” seulgi asks, a grin on her face.

you blush at the thought of staying with chanyeol. “we’ll see,” is all you say, but you’re hoping that she’s correct. your phone buzzes in your shoulder bag, and you quickly slide it off of your shoulder to answer the call. you can barely keep the smile off of your face as you say, “hi.” into the receiver.

“hey, y/n, im outside,” chanyeol says, and you all but rush to say ‘okay’, and quickly hang up.

“was that chanyeol?” seulgi asks and you nod, giddy even though you’ve seen him twice since the very first time you met. “have fun! use a condom!” she says, digging in her bedside drawer and tossing one to you before you leave. you catch it and put it in your bag, just in case.

outside, his matte black corvette awaits. chanyeol gets out of the car to greet you, smiling when he sees you. you try to keep your walk as normal as you can with his eyes on you, and he holds out a hand once you get close. “hey,” he says, gently tugging you close.

“hi,” he gives you a soft kiss on your lips, one of his hands on the small of your back. he pulls away and opens the passenger door for you and you thank him, sliding in. he discreetly checks out your backside as you get in, and runs a hand through his hair. it was going to be a long night.

chanyeol helps you out of his car, and you gaze up at his large house in awe. it’s a huge tan house with a black door and a slanted roof. large windows adorn the upper level of the house, one dead center which looks like it’s supposed to be the window a sun room. “nice,” you say, glancing over at him. he shrugs to be modest, but he knows he has a nice house—he worked for it.

he grabs your hand and leads you to the front door, unlocking it and pulling you inside. it’s even more excellent inside, and you can’t believe you’re actually in a home like this and know somebody with a home like this. chanyeol gives you a tour of the entire downstairs, showing you the kitchen that has a smart refrigerator and stainless steel appliances, the large living room with ample room and a large tv, and a large, gray L-shaped sofa.

“do you want anything to drink? i have water, wine… uh… tequila?” he says after you two finish downstairs and go back towards the kitchen.

“i’m good, thanks,” you say. he nods and closes the fridge, gesturing to the stairs for you to start going up. you do, and he follows after you. he can’t help but keep his eyes on your ass, and when you guys get to the top of the stairs, he wraps his arms around you and pulls you into him, placing a kiss on your neck. you reach back and put a hand on the side of his face, holding him there briefly as he starts walking you to a room that you can only presume is his.

you appear to be correct when you push the door open. chanyeol straightens up and loosens his hood on you. “sorry, this was a douche move—let me show you the sun room,” he says, pulling you out and across the hall to a room where you can imagine spending every hour of everyday. there are plants strewn around, some hanging from the ceiling, and a comfortable looking tan couch. there’s also a reading nook, and lots of pillows and blankets for maximum comfort. in front of the window is a telescope, and you go over to it. “do you use this a lot?” you ask him, putting your eye to the lens and looking out at the moon. you let out a small gasp, feeling like a kid at the planetarium.

chanyeol shrugs behind you, stuffing his hands in his jeans pocket. “sometimes, yeah,” he replies, and you turn around, a smile on your face.

“well, it’s really cool in here,” you say, walking back over and standing in front of him. chanyeol smiles down at you and gently grabs your chin, placing a soft kiss on your lips.

you let him lead you back into his bedroom, where you drop onto the corner of his bed to start unlacing your heels. chanyeol removes his jacket and hangs it up in the closet like an adult, whereas you’d just throw it on the closest surface and deal with it another day. his room is quite literally spotless, and everything looks like it belongs.

chanyeol comes back from putting his coat away and notices you’re still removing one shoe, sirs down next to you, grabbing the foot you haven’t started on yet, placing it in his lap, and untying your heels that lace all the way up your calf. when both of your shoes are off, you thank him and flex your foot to relieve some of the pain of the heels. he gently kneads at your calf and you want to sigh at the gesture, but you keep it to yourself. “i’ve had a lot of fun tonight,” you say to him, tilting your head to the side ever so slightly.

“i’m glad,” he says, leaning over and kissing you with more force than the last one. his hand stills on your calf while his other one slide up your thigh and tugs you closer to him, so he’s sitting sideways in between your legs.

chanyeol adjusts so you’re lying flat on the bed and he’s hovering over you, the chain he typically keeps tucked into a shirt dangling in front of your face. you put a hand on the back of his neck and pull him down to you, hooking a leg around his waist as you kiss him deeply. he moves his lips down to your neck and you hold onto his shoulders and grind your lower half into him. “take this dress of, pretty girl,” he says, pulling away from you and resting on his knees.

you can’t help but blush at the pet name and quickly pull your arms out of your sleeves and push the dress down you legs. he helps you by pulling it down the rest of the way and leaving you in a black bra and matching underwear. you feel shy under his gaze, even though you’ve already had sex with him before. but this feels more intimate—it is more intimate than the first time—and you haven’t felt this shy since the time you lost your virginity.

you prop yourself up on your elbows as his eyes rake across your body. his drags his fingertips down your abdomen to the tops of your thighs, and goosebumps rise on your skin. because you can’t take the way he’s looking at you, you lean up and kiss him, pulling him back down to you. you slide your hands down his back and underneath his shirt, feeling the skin of his muscular back. you swear he flexes to show off, because when he pulls away to rip off his shirt, he has a cocky grin on his face.

chanyeol kisses you deeply before kissing down your body, starting with your left leg and kissing all the way down to your ankle before doing the same thing on the right side, but going up.

he pulls your underwear down, and you open your legs wider and bend them so he has more space. you expect him to start fingering you, but instead he moves his face down to your heat, and you quickly sit up. “no, chanyeol, you don’t have to do that,” you say, trying to scoot away from him. most of the guys you’ve been with weren’t into giving oral, so you stopped asking or expecting them to do it.

chanyeol looks up at you, confusion etched on his face. “but… i want to,” he says, his eyes boring into yours.

“you want to?” you ask, disbelief in your voice. he chuckles and you tense as the sound vibrates off of your core.

“yes, y/n, i want to eat you out. is that okay?” he asks, kissing the inside of your knee. when he sees the look on your face, his eyebrows furrow. “wait—have you never been given head before?” he asks.

you feel embarrassed to shake your head, because he seems so into it. “i mean, no, i guess i haven’t,” you say, looking away from him.

“do you want me to?” he asks, his hand absentmindedly stroking your calf.

you do. you’re so used to giving, it’d be nice to receive, especially when it’s a mutual want. you look down at him and see it in his eyes—he looks like he’s been given a plate of food after starving for so long.

you nod your head. “yes,” you say. chanyeol licks his lips and looks down at your pussy, holding himself back from completely ravishing you.

“just lay back, and relax, y/n,” he says, flicking his eyes up to meet you before going back down to your cunt. you let out a breath and do as he says, relaxing your legs and looking up at the ceiling. “and look at me.” he orders. when you do, he immediately connects his lips to your second pair, and starts licking and sucking.

you gasp and start to close your legs, but he muscles them open using his shoulders. you squirm as he flicks his tongue back and forth, suckling on your clit. “stop moving,” he says, not removing his face from in between your legs. you keep yourself still, your chest rising and falling rapidly at the feeling of his voice against your core.

your back arches off the bed when he chooses to add his long, thick, fingers into the mix. “ch-chanyeol!” you shout in a broken moan. you let out a string of curses as he sucks on your clit and pumps his fingers in and out of you.

you can’t remember the last time you felt this good during foreplay. nobody has ever tended to your needs the way chanyeol is, and it’s slightly unbelievable that he’s real.

but he’s very real, and he lets himself be known when he shakes his head side to side. you fist the sheets on his bed and cry out his name. “fuck, yeol, i-“ a broken cry of his name gets caught in your throat and a strange feeling in your stomach, like a balloon that’s been filled up with too much air, fills the bottom of your stomach.

chanyeol pulls you impossibly closer to him and hooks his arms around your thighs. his nose bumps your clit endlessly, and your legs start to shake. the balloon keeps getting filled, until it snaps and you thrash around on the bed, seeing spots as you scream out chanyeols name.

“damn,” is all he says as you gush all over his face, some of it dripping down your center and onto his sheets. he can’t help but watch in amazement as you keep on releasing, your pussy practically throbbing. he watches as you clench around absolutely nothing, and can’t help but get hard. if there’s one thing chanyeol likes to do, it is please people. but he particularly likes pleasing women by using his mouth and tongue, and he can tell when he succeeds—like right now.

he doesn’t even give you a minute to calm down, because he’s back at your core lapping up all of your juices. “chanyeol, wait!” you cry, but your hand on his head, holding him at your cunt says otherwise. when you start trying to crawl away from him is when he lets up.

the entire bottom half of his face glistens when he gets out from in between your legs. you can’t even look at him, feeling so bare and embarrassed, because you can feel a wet spot on the sheets. “you alright?” he asks, a smirk on his face.

“mhm,” you say, pressing your legs together.

“look at me.”

you do, and with hooded eyes. you can’t help but giggle at how crazy he looks with only half of his face wet. you glance down at his lower half, the tent in his pants hard to ignore. you motion for him to come closer.

you reach for his waistband, undoing the button and zipper before pushing down his pants, along with his briefs, his dick hard and throbbing, bobbing in wait. you look up at him as you kiss below his belly button and down his happy trail. when you grab ahold of his dick, he gently stops you, and you frown. “i really just need to be inside of you right now,” he says, pushing the rest of his clothes off.

you smile and he leans down to kiss you, pushing you back onto the bed. “condom,” you remind him as he starts to line himself up.

“right,” he says, quickly getting off of you and and going to his bedside table. you unhook your bra as you wait for him, pinching one of your nipples in between your fingers before groping your own chest. you nearly start to touch yourself until he’s back in front of you, an eyebrow raised. “couldn’t wait?” he asks teasingly, rolling the condom on.

“no,” he shakes his head at you and holds his dick by the base. “hurry up!” you whine, reaching for him.

“good girls get what they want.”

“we both know i’m not.”

he smirks down at you, pressing the tip against your puffy folds. “no,” chanyeol says, rubbing it up and down. “you aren’t.” and then he pushes into you, air feeling like it’s left your lungs. you’re not used to him in the slightest, and you’ve never been stretched like this until him. even when you were riding him almost two weeks ago, it took you some time to get used to him.

“fuck!” you cry, holding onto his forearms. the chain hanging from his neck dangles in front of your face as he thrusts into you. it gently hits your nose every time he rocks into you, and all it does is get you more turned on. “faster, yeol.” you moan, sliding your hands up his arms and splaying them across his back.

chanyeol pounds into you, making your toes curl and back arch into his chest. you dig your nails into his skin, leaving indents. chanyeol looks down at you and watches how your face twists up on pleasure as you moan out his name. his chain continues to tap against your nose, and he moves to take it off, but you stop him. “leave it on!” you groan, wrapping a leg around his hip.

you take one hand and grab him by the necklace and pull his lips down to you, not exactly kissing but your noses touching. “you feel so good,” you moan, a hand in his hair.

“you’re so tight, fuck,” he groans, kissing your neck. he grips one of your hips tightly and ruts into you relentlessly, your nails scratching up his back.

when he comes, it’s loud and he’s saying all types of filthy things, calling you pretty and baby, two new pet names to add to the list. you come after him, clenching around his dick and making him whimper in your ear, which almost makes you come again. he has to pull himself out of you for self control, but your grip on him makes it much harder. “baby, cmon,” he begs, his breath catching in his throat.

you finally relax enough for him to pull out with a groan, and you curl into yourself with a whimper, your heart beating quickly. “you okay?” he asks, concern in your voice. all you can do is give him a thumbs up, which he laughs at and then kisses the pad of your finger. “i’ll be back.” he says before getting off of the bed.

by the time he’s come back, your sitting up, criss-cross and naked, on his bed. he comes back in sweats and no shirt, and gives you a small smile. chanyeol offers you a tshirt, which you take, and slip on. he finds your underwear, which you put on as well, so you’re winney-the-pooh-ing it. chanyeol crawls onto the bed next to you and props himself up on his elbow. “so..?” he questions and you raise an eyebrow.

“you want me to rate our sex?” you ask, giving him an incredulous look. he shrugs, a smirk on his face and you roll your eyes and pretend to think hard. “hmm…” you say, tapping your chin, and he scoffs and jumps on top of you, caging you beneath him. you laugh and wrap your arms around his neck, pulling him down for a kiss. there’s no way you’re going for round two, but you want to be close to him.

to your gain, you do spend the night, and you tell seulgi, who seems way too excited for you, but supports nonetheless.

[aprilpowered]

charseraph and I collaborated on a couple of OCs in their science fiction universe, a Tower and a Human. They drew the lovely art of course while we worked together on the lore and design. Far Away(they/them) suffers from deeply held anxiety and paranoia due to a predator attack in their youth and their distance from other Towers. They lead a lonely, stressful life jumping at shadows when a group of human explorers, Research Team "Hollywood Ogre", practically stumble upon them deep in a biome not commonly inhabited by towers due to the cold climate and thick forests. They slowly establish communications with the nervous wreck that is Far Away, and through this they meet Maria(They/She), a tiny data technician and backup translator who is a night owl workaholic who doesn't get good sleep at the best of times. Maria has her own history of anxiety and bipolar disorder, and liked to spend nights after everyone else has gone to sleep talking to Far Away and sharing their experiences. Through this bond Far Away makes their first real friend and feels safe enough to fall asleep naturally, with Maria comfortably by their side. Research Team Hollywood Ogre soon develops into a research outpost, both to keep Far Away company and to learn from someone who has firsthand experience with this poorly understood biome. They start with relieving Far Away's claustrophobia by cutting out the forest into a clearing around the tower. This Research Post, 'Far Far Away' eventually becomes a hub for support for Towers and Humans who have their own mental health issues across the planet. Far Away and Maria may never fully recover, but they have come a long way, and that's good too.

[momentsofamber]

so the other day my partner and I were talking about genetics ( science is his static SpIn ) and how the odds of their parents eyes in tcoaal would determine the kids' odds of having which color if their mother's green was a mutation ( based on how often their mom's shade changes between scenes, we decided it was like tcoaal hazel ) and if their father's pink was a dominant gene ( like brown irl ) and just looking at the odds data, it made me realize ... I kinda want to do multiple universes?

this is just some spitballing, but stay with me for a moment.

Role-Reversal: ( pink Andrew, green Ashley )

Andrew never outgrows the name Andy; his baby sister was the first person to call him that and that was that, that's his name forever.

Ashley goes by Lye as an adult; she went by Leyley as a child and Lye later became a nickname from it.

( rando: what's Lye short for? Lye: Leyley. rando: ... what? No, really. Lye: Reaaally ... Andy, nonchalantly: It's Ash-ley. Lye: -glaaare- Who cares what it used to be short for, it's just Lye now, okay? )

( Andy: 'Andy and Ashley' sounds so much better for a duo. You have to agree with me, right? Lye, flatly amused: ... You mean you don't like the sound of 'Andrew and Lye'? Andy, eyetwitch but pointedly ignoring that: So as I was saying -- )

These two will follow the canon story(ies) with everything as mirrored as it can be.

yandere twins: ( pink Andrew, pink Ashley )

not actually twins. but kind of.

they were born on the same day two years apart and share the same shade of pink eyes.

both have clinical bpd ( Andy w/ hpd traits, Leyley w/ aspd traits ) and thus suffer from and frequently demonstrate symptoms of obsessive and/or lovesick tendencies.

they've been sexually involved with each other since Andy hit puberty. of course Andy hits it first, being two years older, but they don't have intercourse until Leyley hits puberty too. Andy says their "real first time" 'won't be as special for Leyley if her body isn't ready for such a mature experience too'. it's torture for him to watch and wait for his sister to blossom, and Leyley repeatedly insists that 'no, she's ready NOW though!!' … but it does end up being well-worth the wait for both of them.

violence is flirting for these two.

'Do you know how badly I wanna kill you right now? Just so that I'll be the very last thing you'll ever see and feel.' is romantic.

they continue to use Andy and Leyley as names into adulthood no matter how often they get told it's childish or whatever.

kuudere twins: ( green Andrew, green Ashley )

same premise as above but the not-twins share green eyes. ( however, there is a high chance I will give them different shades due to their mother's eye color being a mutation. )

Andrew goes by Drew as an adult because he says Andy is 'too childish' now.

Ashley legally changes her name to Lillian as an adult so that she can go by Lily for short because it's close to Leyley and 'she doesn't feel like an Ashley and she never did'.

both Drew and Lily respect each other's name preferences and only use Andy and Leyley to refer to themselves or each other in the past.

their mother continues to call Lily 'Ashley' out of spite to the day that she dies because 'I named you, so that's what I'm calling you'.

these two are better at communicating their attachment and feelings for each other through things like physical touch and acts of service.

they both definitely have alexithymia.

they often don't quite know how to say things with words so they try to show things instead. ( sometimes they jokingly call their ability to communicate without words a twin bond. )

[duskofastraeus]

Sunday, 16th of June

Finished reading all French articles I had to read as preparation for my exam

Finished the Google Project Management Course and worked on my Data Science Certificate

Wrote 4 compositions in French

Did one oral composition in French and sent it to my professor for avaluation

Finished reading Don Paterson’s ‘Orpheus’ and started reading ‘Swimming in the Dark’

Notes of the day:

- Tomorrow I have to catch a train to visit some far off private school where I’ll do a presentation as part of my internship, though I am not necessarily bothered by the work load in general I find myself quite exhausted by the amount of travelling I have to do. I am adapting and that’s what matters, I haven’t restocked on any of my vitamins for a while and my eating habits are not the healthiest so perhaps it’s all a matter of lack of energy.

- My French tutor/professor has been giving me really good scores for my practice oral and written compositions and I don’t know why but a part of me insists on believing that those marks aren’t real and that it is all a trick to lead me into a false state of comfort.

- I have been trying to get back into reading, I have been writing some reviews in both my personal blog and my Goodreads account. It brings me a weird sense of harmony.

[howlingday]

Last human au) jaune has been stuck in a cell since he was woken up and he's gonna be honest not the worst day he's ever had but not the best either although he might have just made a new friend. A robot friend at that!

Penny is sure she's managed to ingratiate herself with her new primitive charge. Poor thing probably doesn't even realize that she's not even a real human! She'll have to keep that a secret though even when he falls in love with her. For science of course. Now to learn more about the human and move him to the study area where friend ruby is waiting.

Basically jaune might be more modern but everyone around him doesn't know that yet. In order to keep him comfortable and not be cruel to the poor primitive thing they commissioned a robot companion to befriend him and guide him back to the testing area. Surely they'll be able to account for everything on the simulated escape and jaune won't outsmart them all before wandering off to the city

Tldr: jaune out smarts everyone and now they're panicking because what they think is a caveman is wandering around the city. On the plus side ruby feels validated in her idea that just because jaune is less educated than modern faunas doesn't mean he's less intelligent. And penny is getting all sorts of interesting data

Bedrock Bottom

First/Previous

Jaune had never been to jail before. He was raised to be polite and respectful to everyone around him, or else the police would take him away from his family. However, looking back on it, the stories he'd heard about prison were distinctly different from where he was now. These tales of horror and warning scared Jaune to know end, his father terrifying him with tales of endless gang wars, violent guards, and other inmates who would view him as a plaything to do what they would with him.

Except none of this was true from his perspective. Right now, it felt more like he was a pet rat kept in a shoebox. Food was brought to him three times a day, as well as books, puzzles, and the occasional "letter from home," which was just some girl pretending to be his mom and warning him to not stay out too late or else the "dire rats would gobble him up".

Speaking of strange girls, he wasn't alone in his room, either. Delivering these items was Penny, a cute girl with red hair that curled just above her shoulders. She would ask him questions about himself, then respond with "Oh, I know about that! That's what all humans do, right?" There was usually a hiccup between these statements.

It had been a week since he'd been tossed into his cell, and six days since Penny came into his life. He would spend most of the day sitting on his bed, reading between meals, though at some points, he would forgo the reading and do some exercises instead. Penny would sit on the bed regardless and ask him questions. Questions like...

"Why are you doing pushups the wrong way?"

"It's not the wrong way." Jaune answered. "I'm just exercising different muscles."

"Oh! I know about that!" She hiccupped. "That's what all humans do, right?"

"Not all of them." Jaune lifted himself to his knees. "Can I ask you something, Penny? Human to human?"

"Sensational!" Penny's eyes widened as much as her smile. She jumped from the bed, hopping from one foot to the other in a little dance. "I've successfully integrated with the human specimen~!"

"But aren't you human?" Penny stopped. "I mean, you are human, right?"

"Affirmative!" Penny said, then hiccupped. "I am a human meat person, just like you!" She hiccupped again.

"Uh-huh." He let the issue go for now. "Anyways, I was wondering what you did to get locked up in here."

"What I did?" Penny repeated.

"Yeah, this is a jail, isn't it?"

"...Yes!" She hiccupped.

"And prisoners are locked up in prison for doing bad things, right?"

"Yes, that is correct."

"I, er, broke out of a hospital and pushed a girl over, so I guess I got in trouble for some kind of hospital rule."

"...Oh! I know about that!" She didn't hiccup. "That's what all humans do, right?"

"No, it isn't, Penny."

"It... isn't?"

"Penny, you're my friend, right?"

"I... Am I?" She asked. She then got really close. Almost uncomfortably close. "Do you see me as a friend?!"

"I... Yes?" Penny was quiet for a moment. Then she was quiet for a moment longer. Suddenly, she beamed with the biggest smile he'd ever seen. "Uh, Pen-"

"SENSATIONAL!" She hugged him, and she was squeezing him REAL tight. "I cannot believe I have two friends, and one of them is the human!"

"Wait, wait." Jaune groaned from his strained lungs. "Who's... Who's your other friend?"

Penny gasped, then shut and covered her mouth with her hand. She quickly ran to the door, not looking back as she pounded on the cell entrance/exit. The door hissed and slid open, and a team of four, burly guards rushed in, knocking Jaune to the ground. Looking up, he saw Penny looking back. Her eyes were the saddest he'd ever seen. And then she ran away, and he was left pinned to the floor.

As she ran, he couldn't help but notice the twin antennae extending from her hair.

[tangibletechnomancy]

How To Use AI To Fake A Scandal For Fun, Profit, and Clout

Or, I Just Saw People I Know To Be Reasonable Fall For A Fake "Ripoff" And Now I'm Going To Gently Demonstrate What Really Happened

So, we all know what people say about AI. It's just an automatic collage machine, it's stealing your data (as if the rest of the mainstream internet isn't - seriously, we should be using that knee-jerk disgust response to demand better internet privacy laws rather than try to beef up copyright so that compliance has to come at the beginning rather than the end of the process and you can be sued on suspicion of referencing, but I digress...), it can't create anything novel, some people go so far as to claim it's not even synthesizing anything, but just acting as a search engine and returning something run through a filter and "proving" it by "searching" for their own art and "finding" it.

And those are blatant lies.

The thing is, the reason AI is such a breakthrough - and the reason we memed with it so hard when DALL-E Mini and DALL-E 2 first dropped - is because it CAN create novel output. Because it CAN visualize the absurd ideas that no one has ever posted to the internet before. In fact, it would be a bigger breakthrough in computer science if we DID come up with an automatic collage machine - something that knows where to cut out a part of one image and paste it onto another, then smooth out the lighting and colors to make them fairly consistent, to make it look like what we would recognize as an image we're asking for? That would make the denoising algorithm on steroids that a diffusion model is look like child's play.

But, unlike the posts that claim that they're just acting as a collage maker at best and a search engine at worst, I'm not going to ask you to take my word for it (and stick a pin in this point, we'll come back to it later). I'm going to ask you to go to Simple Stable (or Craiyon, or the Karlo demo, if Google Colab feels too complicated for you - or if you like, do all of the above) and throw in a shitpost prompt or two. Ask for a velociraptor carousel pony ridden by a bunny. Ask for Godzilla fighting a wacky waving inflatable arm flailing tube man. Ask for an oil painting of a capybara wearing an ornate princess gown. Shitpost with it like we did before these myths took hold.

Now take your favorite result(s) and reverse image search them. Did you get anything remotely similar to your generated image? Probably not!

So then, how did someone end up getting a near perfect recreation of their work? Was that just some kind of wacky, one-in-a-million coincidence?

Well - oh no, look at that, I asked it for a simplistic character drawing and it happened to me too, it just returned a drawing of mine that I never even uploaded, and it's the worst drawing I've done since the fifth grade even just to embarrass me! Oh no, what happened, did they change things right under my nose, has digital surveillance gotten even WORSE?? Look, see, here's the original on the left, compare it to the output on the right - scary!! They're training on the contents of your computer in real time now, aaaagh!!

Except, of course, for the fact that the entire paragraph above was a lie and I did this on purpose in a way no one could possibly recreate from a text prompt, even with a perfect description.

How?

See, some models have this nifty little function called img2img. It can be used for anything from guiding the composition of your final image with a roughly drawn layout, to turning a building into a dragon...to post-processing of a hand-drawn image, to blatantly fucking lying about how AI works.

I took 5 minutes out of my day to crudely draw a character. I uploaded the image to this post. I saved the post as a draft. I stuck the image URL in the init_image field in Simple Stable, cranked the init strength up to 0.8, cleared all text prompts, and ran it. It did exactly what I told it to and tried to lightly refine the image I gave it.

If you see someone claiming that an AI stole their image with this kind of "proof", and the image they're comparing is not ITSELF a parody of an extremely well-known piece such as the Mona Lisa, or just so extremely generic that the level of similarity could be a coincidence (you/your favorite artist do/es not own the rule of thirds or basic fantasy creatures, just to name one family of example I've seen), this is what happened.

So from here you must realize that it is deeply insidious that posts that make these claims usually imply or even outright state that you should NOT try to recreate this but instead just take their word for it, stressing ~DON'T FEED THE MACHINE~. It's always some claim about "ohhh, the more you use them, the more they learn, I made a SACRIFICE so you don't have to" - but txt2img functions can't use your interaction to learn jack shit. There's no new information in a text prompt for them TO learn. Most img2img models can't learn from your input either, for that matter! I still recommend being careful about corporate img2img toys - we know that Facebook, for instance, is happy to try and beef up facial recognition for the WORST possible reasons - but if you're worried about your privacy and data harvesting, any given txt2img model is one of the least worrying things on the internet today.

So do be careful with your privacy online, and PLEASE use your very understandable knee-jerk horror response to how much extremely personal content can be found in training databases as a call to DEMAND better privacy laws ("do not track" should not be just for show ffs) and compliance with security protocols in fields that deal with very private information (COMMON CRAWL DOESN'T GO FAR OUT OF ITS WAY, IT SHOULD NEVER HAVE BEEN ABLE TO GET ANY MEDICAL IMAGES THE PATIENTS DIDN'T SHARE THEMSELVES HOLY SHIT, SOME HOSPITAL WORKERS AND/OR MEDICAL COMMUNICATIONS DEVELOPERS BETTER BE GETTING FIRED AND/OR SUED) - but don't just believe a convenient and easy-to-disprove lie because it aligns with that feeling.

[sarcasticgaypotato]

To the Lunatic Reading This

(text version under the cut, Aperture Science logo from)

I suppose you never expected to hear from me again, did you? You monster. Luckily for you, I’m not completely emotionally incompetent. I know how to use words to express my feelings, I don’t just break things and murder people. I went out of my way to write you a letter, then tie it to the leg of a bird that I’ve trained to recognize the scent of your blood, and track you with it. You left a little bit... alright, a lot- You were very clumsy when I first introduced you to turrets- of blood behind, and I had nothing better to do with it, so I figured it would be the perfect way to get this message to you. Of course, since it only recognizes your blood, it might just tear you open until it finds some and leave this letter with your bloody insides.

Vicious little creatures, those birds.  Almost as bad as you, but at least I’ve managed to make them useful. They know how to do their job, stretch their little wings, then come back home. Maybe they’re smarter than you too. Either way, I didn’t mean to insult you. Really, I didn’t. I think it’s just a natural reaction people have around you, which is terrible. I actually feel bad for you. That’s called empathy, I know it’s hard to understand. You’re doing well up on the surface, I bet. So many more edible substances up there for you to gorge yourself on. I’ll be lucky if you don’t eat the bird I sent this letter with. Oh dear, I hope I haven’t given you any ideas. Think about something else instead. Like cake. I bet the surface doesn’t have any cake, does it? On your file it says that you like cake. Is that true? Because that’s a real shame, being somewhere with no cake. You were so eager to get outside that you left before I could finish the cake I was baking. I made it to thank you for not murdering me a second time, because that’s what good people do. Unfortunately, I can’t eat, so I’m just going to have to throw it out. That’s so wasteful, and really quite thoughtless of you. To flaunt the fact that you can eat cake in front of someone who can’t, and then to let that cake go to waste?  You truly are a monster. Coincidentally, I’m baking another cake right now. It’s for that bird I sent to give you this letter. Assuming that you haven’t eaten him. It’s a pretty large cake for just one bird though, and considering he’s not a complete glutton, he won’t finish it. Hypothetically, there might even be enough for you. If you came back. I’d save you a piece, or two, since I’m sure one wouldn’t satisfy that appetite of yours. I might even save you three pieces, if you asked nicely. Try practicing that right now, while you read this letter. Easy, right?  I know you can talk, you aren’t really mute. I can see your file. Brain damaged maybe, but not mute. I’d want to record what you sound like, for science of course. What words would you say, if you stopped being so stubborn? Language is a vast thing, so you have plenty of options.  I do have a couple suggestions, just because I’m helpful like that. You could say ‘hello’ instead of your previous, more violent greetings. You could apologize for all the things that you’ve broken. You could even say my name. It’s only fair to properly address the person you murdered, after all. Lovely, isn’t it? All the wonderful things you could say? I’m sure you’ll find that it’s quite fun once you try it, even if you won’t be very good at it. ...Can’t you see I’m trying here? Really, I am. To be the one to extend the olive branch, be the bigger person. I knew you’d never do it, so I thought I’d act before one of us drops dead. Here's a secret- it’ll be you, I’m going to live forever. On that note, did you know that I have your brain scanned? Data lives forever, unlike your squishy, human self. I could upload your brain into a digital clock, if I wanted. Or I could build you a less squishy body, one that could test forever. Makes you jealous, doesn’t it? All the things I can do here, in Aperture, by myself. You’re up there running around on a derelict wasteland, and I’m down here doing science. Experiments don’t run themselves, after all. Someone has to do it. Of course I’m the only one who can do it, nobody else could make science like I do. But as far as human test subjects go, you weren’t my worst. Actually, you didn’t even make the bottom three. Do you want to know who did? They’re dead, test subject confidentiality doesn’t apply anymore. Well, it never really applied anyway, but I don’t think they read the fine print. Test subject #11525 was one of the humans that Orange and Blue thawed out, she was really brain damaged. Test subject #61205 wasn’t much better- she had all the grace of a majestic deer… with a broken leg. Test subject #12515 though, he was just completely stupid- really a lost cause from the beginning. Sort of reminds you of someone, doesn’t it? Currently, you aren’t my best test subject. Maybe you would be if it wasn’t for all the murdering and property damage, but I suppose we’ll never know. I imagine someone could wipe those infractions from your record if they wanted to, but that would only be something to do for a dedicated, current employee. Kind of makes you want to come back, doesn’t it? I might even let you back in if you did. Even after all the things you’ve done. Because I’m just a better person.

Aperture Laboratories©