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#Data annotation projects
sofiapra · 2 months
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At Learning Spiral, get the best image annotation services for a variety of sectors. By using these image annotation services, businesses can save time and money, improve the accuracy of their machine-learning models, and scale their operations as needed. For more details visit: https://learningspiral.ai/
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essektheylyss · 7 months
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okay alright okay I can get through my workload tonight I absolutely can do it I am going to get through all of these assignments and it will be fine!
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jediexile · 3 months
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If anyone wants to work from home grading AI model responses for about $20/hr, dm me and I can send you my referral code. I’ve done just over 5 hours of work and have made about $110 so far
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hitechdigital · 6 months
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5 Effective Data Annotation Strategies to accelerate you AI Projects
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Elevate your AI projects to new heights! Discover our groundbreaking strategies for data annotation, crucial for refining machine learning models and unlocking unprecedented accuracy. With our solutions, you'll navigate the complexities of AI with ease, overcoming challenges in accuracy, time, and scalability. Start revolutionizing your AI journey today!
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cogitotech · 2 years
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The outsourced labeling of data is popular with machine learning projects, but not every data labeling partner is suitable for successfully completing a machine learning project. Check out these five key characteristics when searching for a data annotation & labeling partner.
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sentence-arborist · 10 months
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what is a syntax tree and how did you construct that, that is fascinating
A syntax tree is a way of representing the constituent structure of a sentence (i.e. how it can be broken up into parts) as a graph. It's one of the most common representations used in contemporary syntactic theory.
As for how you construct it, there are various both general and language specific rules but the simplest explanation would be that you "split" the tree each time you reach a unit of syntax that could be replaced by a simpler atom.
For example:
The sentence "I knew that guy" can be split into a subject "I" and verb phrase "knew that guy", which you could replace with a simple verb (e.g. "I ran"), so you split these two parts into an NP and a VP (under an IP for complicated theoretical reasons).
"knew that guy" can be broken up into a verb "knew" and an object "that guy", which you could replace with a simpler noun phrase (e.g. "I knew him"), so you split these two parts into a V and an NP.
"that guy" can be split into a determiner "that" and a head noun "guy", both of which are substitutable ("the guy", "that dog"), so you split these two parts into a D and an N.
Add some extra details that are required for theoretical reasons that I can't easily go into here, and boom!
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[ID: Syntax tree for the sentence "I knew that guy".]
Of course, nothing's ever quite that simple.
For one, substitution isn't really the only test that goes into making the divisions on the tree. For example, there's active debate among different syntacticians over whether you should split ditransitive verb phrases like "give me a cake" into [[give] [me] [a cake]] or into [[give me] [a cake]]. The substitution test I gave above would suggest the latter, but I personally believe the former is better suited to account for the data in object symmetric languages like the Kordofanian language Moro. So I would represent the verb phrase "give me a cake" with a trinary branching tree like below, but other syntacticians would hate this.
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[ID: A syntax tree for the verb phrase "give me a cake"; it shows a trinary branching structure, where the V-bar node dominates a V node and two NPs.]
For another, almost any actual syntactic framework is going to require more in your trees than I'm including here. A proper LFG c-structure, for example, would require at least node annotations (and possibly lexical entries on the leaves), resulting in a tree that looks more like:
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[ID: The same syntax tree for "I knew that guy", but now each node is anotated with an equation. Most nodes have an "up arrow equals down arrow" equation, but the NP node that dominates "I" has a "down arrow equals up arrow SUBJ" equation and the NP that dominates "that guy" has an equation "down arrow equals up arrow OBJ".]
And that's without getting into whatever the hell the cartographic Minimalists are off there doing with their hundreds of functional projections... But I digress. Main point being: a properly done syntax tree is much more complex of a beast than the instructions above would suggest, but they're still a good place to start!
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marvelstarker-mha98 · 2 months
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The Runaway Distance Life Of A Little Stark chapter 34: FRIDAY
Pairing: Tony Stark & daughter!Reader, Friday & reader, Friday & tony stark Summary: flashback and journal Warning: Flashback and mentioning Co author with: callikc Tag:  @venomsvl  @geeksareunique
You had been squatting in the warehouse for about two months now.
It was July 3rd if you remembered correctly. It was dark, too. But while most people were preparing to celebrate Independence Day, you were busy doing other things. Coding, to be specific.
Your own personal natural language user interface computer.
Strewn about on your computer desk were several empty coffee cups, what little food you had stolen and rationed to survive, an abandoned bowl of cereal, and a notebook all about creating an AI.
You thought it would be a fun and interesting challenge to undertake since the main inspiration was JARVIS, made by your dad. As a kid he was probably your best friend, always looking out for you and creating games to play when everybody else was busy.
You knew you were smart enough to make your own AI, but you just didn't have the experience, hence the notebook. It was your dad's college notebook from his time at MIT, and you had stolen it from the library years ago.
This AI project had been going on for about a month already, started as soon as you gathered what you needed and loaded it into the warehouse. You hadn't slept properly in God knows how long but that was fine because you were currently on a roll.
Your head was beginning to droop but you kept your eyes wide open as you rapidly typed away on the keyboard.
"Rewrite basic command... Program of obedience." You kept muttering to yourself, ticking off mental boxes as you scanned the code. "Linguistic annotation. Machine learning based on NGL, NLP, and NLU. Neural network with a sentimental analysis."
After this main checklist, you finally took a break, leaning back in your chair to assess the code from a distance.
"This thing'll be ready for a Turing Test in no time." You joked. "Now you need a name, sweet code o' mine."
As you said it, a yawn suddenly slipped out. You took a hefty breath and sighed, rubbing your eyes as you blinked several times.
"Sleep first, maybe."
You leaned across the makeshift desk to push some notes out of the way and found a small smartwatch hidden underneath the clutter. The date was Friday, July 3rd, and it was 11:59pm.
"Friday already." You mused with a lazy smile. "Friday... Already. Friday."
Suddenly sleep didn't seem so important. Before the minute was up you were already writing a list of possible acronyms for the AI.
Fully realized intelligence data analysis yield?
Feeling rather intelligent doing anything yours?
You were still drawing blanks ten minutes later. You turned to the notebook instead, picking out the first words you saw and stringing them together.
Female. Replacement. Intelligent. Digital. Assistant. Youth.
"Good enough." You decided. "Better than mine. God, I'm tired."
You quickly typed in some more code to name your creation and put in 'F.R.I.D.A.Y.' on the blank space. Then you hit download.
Next, you considered walking the ten steps to your mattress in the corner but the tiredness argued that it wasn't worth it. You shrugged and just lay your head on your dad's now closed notebook.
Then you simply closed your eyes and a few hours passed by in what felt like the blink of an eye.
-
FRIDAY didn't know much at first.
From her perspective she was inside some long and endless dark void. She couldn't see or hear anything. She couldn't feel. But she could speak, even if her voice wasn't computing at first.
"System boost..." Her refined tone voiced. "Systems fully functional."
A pause in which a small light appeared in her void.
"Protocols... Protocols assessed."
The light began to spread, granting her access to a small portion of a network.
"Unit Designation." Her voice was now clear. "Female. Replacement. Intelligent. Digital. Assistant. Youth."
She could see almost everything now.
"FRIDAY."
With a new database practically ignited inside her, she switched on a visual through a computer camera. The void was filled with the inside of your converted lab.
FRIDAY scanned the entire room - every single inch - and eventually found her sights on you. She scanned you too and learned your name, date of birth, height, and other characteristics solely from this spot alone. She also managed to identify you as her maker, the one she was created to work with.
(Y/N) (M/N) STARK REM SLEEP - 92% COMPLETE
Judging from the calculations that instantly bombarded her being, FRIDAY knew that you would wake up within five minutes. She waited patiently until she noticed your features twitch and your brows furrowed.
"Good morning, Miss." She spoke up.
You startled, wide-eyed and with drool on your chin, and muttered in confusion. "Wussup? Who's there? What's going on?"
Your vision was blurred and you hurriedly tried to wipe the sleep from your eyes. You also wiped the drool away once you felt it on your chin. Your whole face flushed red with embarrassment.
You let out a sound mixed between a yawn and a groan. "What time is it?"
"It is 10:09am, miss." FRIDAY responded.
Your soul left your body.
You jumped in your chair after being struck alert. You looked around for the sound of the voice, only to notice your computer humming exceedingly loud, as if using a lot of power. Furthermore, there was a sound bar-esque hologram projecting from the screen with a light glow.
Your jaw dropped.
"FRIDAY?" You whispered.
"Yes, miss." She replied.
A shock of giddiness overwhelmed you and you leaned forward so fast that the desk thudded from the force. Instead of disorientated and bewildered, you now looked overjoyed and almost insane with laughs of pure disbelief.
"No way." You grinned. "I did it. I actually did it."
You hoped that if an AI could smile, then FRIDAY was. After all, this was most definitely a cause for celebration.
"FRIDAY, can you run diagnostics?" You asked.
"I already have, miss." She said. "I have checked all systems and am functioning to the best of my ability."
"Really? That's - That's great. Uh... Can you tell me where we are? The weather?"
"Of course, miss. Our location is the Stark Industries storage facility, Upstate New York, off the coast of the Hudson River. The skies are clear with a temperature of 44°F, cloud cover is however expected before the afternoon is up."
"Very nice. Can you... Can you tell me my temperature? What about the nearest bathroom?"
"You are currently at the average normal body temperature, generally accepted as 98.6°F or 37°C. The nearest bathroom is approximately thirty feet down the hallway to your right."
"You're amazing." You said.
"Thank you, miss. Although, I have a question."
"Ask away."
"I am... I'm confused."
Your smile faded. "Okay. What do you mean?"
"I am an artificial intelligence unit designed by and made to accommodate the Starks. However... I cannot... I do not know who I am."
"Oh." You tilted your head, curious. "I guess that's complicated, huh?"
"In simple terms, yes."
"I guess it's complicated, trying to define who we are and stuff. I don't think it's as simple as knowing if I'm honest."
"My database suggests the same. Regardless, I'm pleased to be your assistant, Miss Stark."
Your smile began to creep back. "You're more than that, FRIDAY. I'd like to consider us friends."
-
Fast forward several years and Tony was still standing in your lab as he watched FRIDAY.
He wanted to ask so many questions about you. FRIDAY had no doubt been around for a while based on the way her speech sounded. You must have programmed her as a linguistic learner, adapting through what she heard. He wanted to know what you worked on, if you ate and slept enough, and even if you had that same grin that he did every time a project turned out successful.
"You know me?" He asked.
"Yes." FRIDAY replied. "Miss talked about you thirteen times a week on average. She held great respect."
Tony was even more surprised. "For me? Are you sure?"
"Yes. Anthony Edward Stark, Iron Man, the billionaire industrialist, a founding member of the Avengers, and the former CEO of Stark Industries. A brash but brilliant inventor, she said."
"I think 'brash' is a bit harsh." He mumbled.
"She also told me you would say that."
He scoffed, amused. "What else did she say?"
"She compared herself to you frequently, hoping that you would be proud of how much she had changed. She was very proud of you, after all. Her stories were fascinating, from her teenage days to her very last. She loved you dearly, boss."
Tony looked down, suddenly finding the floor of the room exceedingly interesting. It was only to hide the look of pain that settled on his face.
"I'm sorry she died." He told the AI. "I tried to save her. There was some kind of poison in the bullet that killed her. I... I couldn't save her. It was my fault."
"I don't believe that, boss." FRIDAY said. "Miss always knew what would happen if she revealed herself and she chose to accept the consequences. She wouldn't want you to take the blame. She accepted her decision hoping that she would get to see you again and she did."
"Well... Thanks for the sentiment. Have you been here the entire time?"
"I haven't. Miss put a protocol in place that upon the event of her death I should find a way into the Avengers Tower network and introduce myself to my grand-AI JARVIS."
Tony raised a bow, unable to guess if that was a joke or not. It sounded like one, and yet FRIDAY spoke with a very serious tone. Perhaps she'd taken your protocol very literally.
"An interesting term." JARVIS spoke up. "I recall the hack. Miss Stark was smart, however I would not assume myself old enough to be the equivalent of a grandfather."
Tony bit back a smile for two reasons. One, it was amusing to hear JARVIS compared to a grandparent. Two, you had devised what was essentially just a command chain so well that it was capable of integrating itself into the network he had thought up. Did Fury know about FRIDAY?
"How long have you been around?" He asked FRIDAY. "How long were you her assistant?"
"Forgive me, boss, but I was much more than an assistant." She replied with a sassy undertone. "Miss created me two months and seven days after she found the warehouse compound five years ago. She considered me a friend. Family, if I might be so bold."
"Right. My bad. Who knows about you?"
"I helped miss with all of her SHIELD assignments so naturally Director Nicholas Fury and many agents knew of my existence. Benjamin, May, and Peter Parker were also aware. I functioned to assist her with all projects and those she considered family."
FRIDAY was amazing.
She had her own personality, the ability to learn and adapt through linguistic and presumably visual queues, she could perform complex hacks and interceptions, and was able to assist with your work projects. You did all of that in just two months while it took him four months to create JARVIS. Yes, the tech wasn't as advanced back then, but it was still an impressive feat.
"What did (Y/n) do here?" He asked.
"Her activities varied. The majority of her time in this lab was spent sleeping and revising for assignments from The Triskelion. She also kept personal effects here and made use of the warehouse as a dumping ground essentially. She kept a detailed journal of her years also."
"A journal? Where is it?"
"The desk drawer to your right."
Tony found the desk and went for the top drawer, for some reason surprised when it easily opened. Inside was only one thing.
The journal.
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It was a 450 page one, leather bound in what had to have been your favorite color. Sealing it was a small padlock. He tried to open it but it was futile and instead checked all the desk drawers for a key.
"FRIDAY, any idea where she kept the key?" He asked as he searched.
"Originally it was with the journal, however she removed it some time before her death. She gave it to her brother."
Tony frowned. Brother? You didn't have a brother.
"Who?" He questioned, bewildered.
"I believe FRIDAY is referring to Dum-E, sir." JARVIS said. "(Y/n) was rather lonely as a child and found friends in many things."
Dum-E... Of course.
Tony remembered what had happened when he trashed the lab. He remembered the tiny bot rolling up to him and handing over the letter. Photos, letters, and keys.
A hand went to his chest where the very same key still hung. It was long enough that he could stare at the metal as he held it in his hand. It was warm against his skin, glinting in the fluorescent lights.
The words of the letter rang inside his head.
Did he even want to read the journal? Clearly you had intended for him to. Your life as Ellen Campbell seemed to be a peaceful one, perhaps even happy. But was it worth the agony of reading that?
"Pardon me, boss." FRIDAY said.
Tony kept his eyes on the key. "Yeah?"
"I think you should read the journal by the lakeside patio. Miss enjoyed spending time out there and I can assure you that you won't be disturbed."
"Makes a change." He mumbled. "I will. Thanks."
"Of course."
And so Tony made his way through the warehouse and outside. There was a nice spot overlooking the great lake with a few benches placed around - probably by you. He took a seat closest to the water's shimmering surface. Deep blue and reflecting the maturing sun, it was beautiful.
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With a small sight, Tony fit the key into the journal's lock and turned it. A click sounded and the padlock popped open. He removed it carefully and set it down beside him on the bench.
"Here goes." He mumbled, opening to the first page.
Instead of angst and teenage grudges, he was greeted by doodles. You had written down your name and decorated the page with everything from miniature design ideas to self-portraits and world landmarks to graffiti letters. He had almost forgotten that even though now you were known as the friendly engineer, you were still once a kid immersed in hobbies and trends.
The first journal entry, however, was a stark contrast to the playful and inventive pages beforehand.
Hey, Journal It's been a week now. A really long seven days. I got a bus, paid in cash obviously, and hitched a ride Upstate.
I found Grandpa Howard's warehouse from the files. It's where I found this journal. It's a mess but the view is nice. There's lots of grass and growing stuff and even this huge lake. It's pretty neat.
But I guess not even a sweet view helps the general anxiety. God, I sound stupid. It's just that I can't stop thinking about Obadiah's threat. People are after me. They don't just want to hurt me, he said they'd actually kill me. How touched in the head do you have to be to use death threats on a kid? I'm barely old enough to do my own taxes and I'm already running for my life because of some K-drama twist of fate.
This is all because I'm related to the great Tony Stark. Of all the dads in the world, I got him. I don't know what to think. He's my dad and yet... I don't know. I love him, I really do, and I miss my life, but I can't go back when people are after me. Let's hope I survive. - (Y/n)
Tony struggled to digest just this first entry. If this was the first and already he felt a powerful mix of emotion he couldn't understand, how was he supposed to sit through 450 pages? Despite wanting to stop, he forced himself to turn the page.
Hey, Journal I saw myself on the news today. It's kinda surreal, I guess. For the first time in literally forever, I feel like people are finally noticing me. That's bad, right? I don't know.
I don't know. I say that a lot.
I cut my hair and dyed it again. I finally used my credit cards, too. I took out some cash and then cut them up and booked it before anyone found me. I can't risk looking the same as the reports. Obadiah's people will find me.
On the bright side I'm thinking about making an AI like dad had. I'm probably in way over my head but I've made a list of stuff using his college book as a reference. Wish me luck?
Yeah, I'm sorta low on news right now so I guess I'll talk to you later. Thanks for listening. - (Y/n)
Tony glanced up from the journal in his hands and looked at the lake again. You had to change everything about yourself just to live another day. It couldn't have been easy, scared to look the same way for too long or afraid to stay in the same place for longer than a week.
As he flipped through more and more entries, he finally gained the insight into your life that he craved before. He read all about how you discovered he was alive, how you worked in a cafe for a while, attending the Expo and saving a little boy and then seeing him again, changing your name and being recruited into SHIELD, meeting Steve and Bruce and the Parkers, accidentally stealing things.
He smiled at that bit, wondering just how in the hell someone could 'accidentally' steal.
After almost half an hour of reading, he discovered a break from the entries and stumbled across more doodles. It was more like a moodboard actually, a moodboard of him.
There were cut out pictures and articles of him in the suit, the Avengers, Pepper and Happy and Rhodey, and even a very rare photo of him smiling. In the middle of the pages you had written down a simple statement.
Do it for him.
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His grip on the journal tightened as a pang of guilt struck his heart. It was a cruel thing that the pair of you had to wait until you were separated to realize how much you meant to each other. One of the big things that got him was how you had attended the Stark Expo and he had no idea.
He ran his hand over the pages and noticed a little bit of paper sticking out of one. It had the label 'pull me :)' on it and so he did. As he looked at what it was, tears began to build in his eyes.
-
It was just after the Mandarin attack in Malibu.
You had just discovered Pepper's old teddy bear. It was clutched tightly to your chest as you headed towards the SHIELD jet that Fury was currently waiting for you in. Your eyes were glazed over, your brows were furrowed, and you were biting your lip slightly.
The expression was for several reasons, the main of which being that you were deep in thought and trying to keep your emotions at bay for now. You didn't really want Fury to see you being so emotional. Since he always kept up the cool and stoic vibe it made him a little intimidating.
As he came into view - patiently waiting by the open ramp of the jet - you took a moment to collect yourself before approaching any further.
"There you are, Campbell." He said. "I trust you didn't get lost."
"Ha, ha." You mocked, pulling a face.
Fury considered you for a moment, noting the bear in your arms. "Since when were you into soft toys?"
"It's Pepper's, not mine."
"That's what they all say."
"No, seriously. Her grandma gave it to her when she was a kid. It's a comfort thing."
"It's missing an ear."
"I'm aware. I'll fix that soon enough."
"It's a good thing you've got some downtime on the jet, isn't it?"
"I'm actually waiting until we get back to HQ. I'm not wasting data on YouTube sewing videos."
He raised a brow. "You're telling me my best engineer doesn't know how to sew?"
"Shut up. I can't be the ace all the time, alright?"
You could tell he was hiding a smile.
"I did some digging of my own." Fury then said. "Got you something."
You exaggerated shock. "It's my birthday already?"
"Watch the tone, Campbell."
"Yes, sir." You said with a teasing and coy smile. "I'll rephrase. What did you get me, boss?"
"Take a look."
He retrieved what appeared to be a photo. You couldn't get a decent look due to the glare from the sun and waited until it was in your hand instead. You had seen many photos inside your home during the years you lived there, and yet you couldn't remember ever finding this one before.
Pain welled up in your chest.
The agony of missing a loved one was brutal. Sometimes it lingered, sometimes it came in stabs, but it always hurt. Yet, as you observed the far right of the photo, this sadness was quickly replaced with anger.
Without thinking, you tore the picture to remove the memory.
-
Back in the present, Tony was trying to control his hitched breaths as he stared at the photo.
He was so young back then, barely beginning his twenties. He was surrounded by Pepper, Rhodey, and Happy, all of them smiling with pure adoration and joy. Even his young self looked content for once.
In his arms was you as a newborn. He was struggling on how to hold you properly and that was clear by your expression of discomfort in the picture.
The photo was torn on the right side, the shoulder of someone visible over the jagged rip. That was Obadiah Stane's shoulder. You had ripped him out.
Tony averted his eyes immediately and focused on what remained in the picture. The happiness of everyone else.
"I miss you, kid." He mumbled.
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bpod-bpod · 2 months
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Neuronly Connect
'Flying' along neurites (projections that connect neurons to others) using an AI-based self-steering system called RoboEM in 3D electron microscopy data derived from mouse and human brain samples can replace human annotation input in complex connectome analyses
Read the published research article here
Video adapted from work by Martin Schmidt and colleagues
Department of Connectomics, Max Planck Institute for Brain Research, Frankfurt, Germany
Video originally published with a Creative Commons Attribution 4.0 International (CC BY 4.0)
Published in Nature Methods, March 2024
You can also follow BPoD on Instagram, Twitter and Facebook
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fagtainsparklez · 2 years
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also!!! it is the 19th, so as per (what’s now become a bi-monthly) tradition, i’ll be updating the tommy panama papers, which is an on-going project where i go through major character tags on ao3 and annotate how many fics they have before and after removing tommy’s tag from the search. there’ll likely be discussions on this blog of mistagging and mischaracterization, as well as overall fandom crit (and possibly neg). i’d recommend blocking “#tommy panama papers” to avoid that fully, as while i’ll be doing my best to tag crit and neg, that’ll be the 100% catch all tag. i’ll be archiving everything in about an hour or two on the document below, for those who either want to see the new progression happen, or just look at past data ^_^
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sofiapra · 2 months
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Learning Spiral is a leading provider of data annotation services in India. The company offers a wide range of data labeling services in different sectors, including automobile, healthcare, education, cybersecurity, e-commerce, etc. For more details visit: https://learningspiral.ai/
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superlinguo · 1 year
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Superlinguo 2022 in review
At the start of 2022 it was my aim to move gently through this year, after the general global upheaval the pandemic brought, and settling back into work after parental leave. I mostly think managed that for myself, and things worth sharing still happened this year.
Lingthusiasm
Lingthusiasm turned 6 this year. As well as regular episodes and bonus episodes every month, this year we ran a special offer for patrons and did a one-off print run of lens cloths with our redesigned aesthetic IPA.
Main episodes
Love and fury at the linguistics of emotions (transcript)
Who questions the questions? (transcript)
The linguistic map is not the linguistic territory (transcript)
What If Linguistics - Absurd Hypothetical Questions with Randall Munroe of xkcd (transcript)
Various vocal fold vibes (transcript)
Language in the brain - Interview with Ev Fedorenko (transcript)
What we can, must, and should say about modals (transcript)
Tea and skyscrapers - When words get borrowed across languages (transcript)
What it means for a language to be official (transcript)
Word order, we love (transcript)
Knowledge is power, copulas are fun (transcript)
Making speech visible with spectrograms (transcript)
Bonus episodes
Speakest Thou Ye Olde English?
103 ways for kids to learn languages
Linguistics and science communication - Interview with Liz McCullough
Behind the scenes on making an aesthetic IPA chart - Interview with Lucy Maddox
Using a rabbit to get kids chatting for science
Language inside an MRI machine - Interview with Saima Malik-Moraleda
There’s like, so much to like about “like”
What makes a swear word feel sweary? A &⩐#⦫& Liveshow
Approaching word games like a linguist - Interview with Nicole Holliday and Ben Zimmer of Spectacular Vernacular
Behind the scenes on how linguists come up with research topics
Emoji, Mongolian, and Multiocular O ꙮ - Dispatches from the Unicode Conference
LingComm: 2022 grants and conference posts
This year we ran another round of LingComm Grants, and we’ve been enjoying seeing new linguistic communication projects come to life. We also published summaries of top tips from plenary panels of the 2021 LingComm conference, and I teamed up with Gabrielle Hodge to write about how to plan communication access for online conferences. The LingComm conference will be back in 2023!
Tips for LingComm series
Planning communication access for online conferences: A Research Whisperer post about LingComm21
LingComm23 conference (February 2023)
2022 LingComm Grantees: New linguistics projects for you to follow
Top Superlinguo posts in 2022
Superlinguo remains a place where I can test out ideas or share things that aren’t necessarily the shape of an academic publication. I also continued my slow series of posts about linguistics books for kids, with a gem from 1966!
General posts
Superlinguo turns 11!
New Superlinguo Welcome page
Linguistics books for kids: How You Talk
Long form blog posts
Notes and observations about air quote gestures
Fictional gestures in scifi and fantasy
Information and advice
Doing your own Linguistics Job Interviews
Planning communication access for online conferences: A Research Whisperer post about LingComm21
Managing Breakout Rooms in online Tutorials and Workshops
Adopting the Trømso Recommendations in academic publishing
Linguistics Job Interviews
In 2022 the Linguistics Job Interviews series was edited by Martha Tsutsui-Bilins. After 8 years and 80+ interviews, the regular monthly series is coming to an end. There were 12 new interviews this year: 
Interview with a  Director of Conversation Design
Interview with an Artist
Interview with a Research Scientist
Interview with a Language Engineer
Interview with a Data Manager & Digital Archivist
Interview with a Natural Language Annotation Lead
Interview with an EMLS/Linguistics instructor & mother of four
Interview with a Performing Artiste and Freelance Editor
Interview with a Hawaiian and Tahitian language Instructor, Translator & Radio Host
Interview with a Customer Success Manager
Interview with an Impact Lead
Interview with an Online Linguistics Teacher
Regular interviews may have ended, but I’ll have more on linguistics, jobs and careers in 2023. I also wrote this post about doing your own Linguistics Job Interviews, to encourage other people to share their stories or interview others about their experiences.
Academic articles in 2022
This year I had two academic articles published. I also published one academic review of a monograph:
Gawne, L. & S. Styles. 2022. Situating linguistics in the social science data movement. In A.L. Berez-Kroeker, B. McDonnell, E. Koller & L.B. Collister (Eds), The Open Handbook of Linguistic Data Management, 9-25. MIT Press. [Open Access PDF][Superlinguo summary]
Gawne, L. & T. Owen-Smith. 2022. The General Fact/Generic Factual in Yolmo and Tamang. Studies in Language. Issue number forthcoming doi: 10.1075/sl.21049.gaw [published version][Green OA version][blog summary]
Gawne, L. 2022. Review of Repetitions in Gesture by Jana Bressem. The Linguist List. [HTML]
The year ahead
I will be on parental leave in 2023 🎉
Last time I went on leave with a newborn I had no idea if I would have a job to return to. I’m very grateful to not have that stress hanging over me this time around. Lingthusiasm will continue as regularly scheduled. It will be interesting to see how things here go without the monthly job interview posts. I’ll still have new publications, and various linguistics resources and observations to share, if maybe on a less than weekly basis. You can always follow Superlinguo on Tumblr @superlinguo), join the mailing list (in the sidebar), go retro and use the RSS feed, or follow me on Twitter (@superlinguo)
Previous years
Superlinguo 2021 in review
Superlinguo 2020 in review
Superlinguo 2020 (2019 in review)
Superlinguo 2019 (2018 in review)
Superlinguo 2018 (2017 in review)
Superlinguo 2017 (2016 in review)
Superlinguo 2015 highlights
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this-week-in-rust · 7 months
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This Week in Rust 518
Hello and welcome to another issue of This Week in Rust! Rust is a programming language empowering everyone to build reliable and efficient software. This is a weekly summary of its progress and community. Want something mentioned? Tag us at @ThisWeekInRust on Twitter or @ThisWeekinRust on mastodon.social, or send us a pull request. Want to get involved? We love contributions.
This Week in Rust is openly developed on GitHub and archives can be viewed at this-week-in-rust.org. If you find any errors in this week's issue, please submit a PR.
Updates from Rust Community
Project/Tooling Updates
Strobe Crate
System dependencies are hard (so we made them easier)
Observations/Thoughts
Trying to invent a better substring search algorithm
Improving Node.js with Rust-Wasm Library
Mixing C# and Rust - Interop
A fresh look on incremental zero copy serialization
Make the Rust compiler 5% faster with this one weird trick
Part 3: Rowing Afloat Datatype Boats
Recreating concurrent futures combinators in smol
Unpacking some Rust ergonomics: getting a single Result from an iterator of them
Idea: "Using Rust", a living document
Object Soup is Made of Indexes
Analyzing Data 180,000x Faster with Rust
Issue #10: Serving HTML
Rust vs C on an ATTiny85; an embedded war story
Rust Walkthroughs
Analyzing Data /,000x Faster with Rust
Fully Automated Releases for Rust Projects
Make your Rust code unit testable with dependency inversion
Nine Rules to Formally Validate Rust Algorithms with Dafny (Part 2): Lessons from Verifying the range-set-blaze Crate
[video] Let's write a message broker using QUIC - Broke But Quick Episode 1
[video] Publishing Messages over QUIC Streams!! - Broke But Quick episode 2
Miscellaneous
[video] Associated types in Iterator bounds
[video] Rust and the Age of High-Integrity Languages
[video] Implementing (part of) a BitTorrent client in Rust
Crate of the Week
This week's crate is cargo-show-asm, a cargo subcommand to show the optimized assembly of any function.
Thanks to Kornel for the suggestion!
Please submit your suggestions and votes for next week!
Call for Participation
Always wanted to contribute to open-source projects but did not know where to start? Every week we highlight some tasks from the Rust community for you to pick and get started!
Some of these tasks may also have mentors available, visit the task page for more information.
* Hyperswitch (Hacktoberfest)- [FEATURE] separate payments_session from payments core * Hyperswitch (Hacktoberfest)- [NMI] Use connector_response_reference_id as reference to merchant * Hyperswitch (Hacktoberfest)- [Airwallex] Use connector_response_reference_id as reference to merchant * Hyperswitch (Hacktoberfest)- [Worldline] Use connector_response_reference_id as reference to merchant * Ockam - Make ockam project delete (no args) interactive by asking the user to choose from a list of space and project names to delete (tuify) * Ockam - Validate CBOR structs according to the cddl schema for authenticator/direct/types * Ockam - Slim down the NodeManagerWorker for node / node status
If you are a Rust project owner and are looking for contributors, please submit tasks here.
Updates from the Rust Project
397 pull requests were merged in the last week
rewrite gdb pretty-printer registration
add FileCheck annotations to mir-opt tests
add MonoItems and Instance to stable_mir
add a csky-unknown-linux-gnuabiv2hf target
add a test showing failing closure signature inference in new solver
add new simpler and more explicit syntax for check-cfg
add stable Instance::body() and RustcInternal trait
automatically enable cross-crate inlining for small functions
avoid a track_errors by bubbling up most errors from check_well_formed
avoid having rustc_smir depend on rustc_interface or rustc_driver
coverage: emit mappings for unused functions without generating stubs
coverage: emit the filenames section before encoding per-function mappings
coverage: fix inconsistent handling of function signature spans
coverage: move most per-function coverage info into mir::Body
coverage: simplify the injection of coverage statements
disable missing_copy_implementations lint on non_exhaustive types
do not bold main message in --error-format=short
don't ICE when encountering unresolved regions in fully_resolve
don't compare host param by name
don't crash on empty match in the nonexhaustive_omitted_patterns lint
duplicate ~const bounds with a non-const one in effects desugaring
eliminate rustc_attrs::builtin::handle_errors in favor of emitting errors directly
fix a performance regression in obligation deduplication
fix implied outlives check for GAT in RPITIT
fix spans for removing .await on for expressions
fix suggestion for renamed coroutines feature
implement an internal lint encouraging use of Span::eq_ctxt
implement jump threading MIR opt
implement rustc part of RFC 3127 trim-paths
improve display of parallel jobs in rustdoc-gui tester script
initiate the inner usage of cfg_match (Compiler)
lint non_exhaustive_omitted_patterns by columns
location-insensitive polonius: consider a loan escaping if an SCC has member constraints applied only
make #[repr(Rust)] incompatible with other (non-modifier) representation hints like C and simd
make rustc_onunimplemented export path agnostic
mention into_iter on borrow errors suggestions when appropriate
mention the syntax for use on mod foo; if foo doesn't exist
panic when the global allocator tries to register a TLS destructor
point at assoc fn definition on type param divergence
preserve unicode escapes in format string literals when pretty-printing AST
properly account for self ty in method disambiguation suggestion
report unused_import for empty reexports even it is pub
special case iterator chain checks for suggestion
strict provenance unwind
suggest ; after bare match expression E0308
suggest constraining assoc types in more cases
suggest relaxing implicit type Assoc: Sized; bound
suggest removing redundant arguments in format!()
uplift movability and mutability, the simple way
miri: avoid a linear scan over the entire int_to_ptr_map on each deallocation
miri: fix rounding mode check in SSE4.1 round functions
miri: intptrcast: remove information about dead allocations
disable effects in libcore again
add #[track_caller] to Option::unwrap_or_else
specialize Bytes<R>::next when R is a BufReader
make TCP connect handle EINTR correctly
on Windows make read_dir error on the empty path
hashbrown: add low-level HashTable API
codegen_gcc: add support for NonNull function attribute
codegen_gcc: fix #[inline(always)] attribute and support unsigned comparison for signed integers
codegen_gcc: fix endianness
codegen_gcc: fix int types alignment
codegen_gcc: optimize popcount implementation
codegen_gcc: optimize u128/i128 popcounts further
cargo add: Preserve more comments
cargo remove: Preserve feature comments
cargo replace: Partial-version spec support
cargo: Provide next steps for bad -Z flag
cargo: Suggest cargo-search on bad commands
cargo: adjust -Zcheck-cfg for new rustc syntax and behavior
cargo: if there's a version in the lock file only use that exact version
cargo: make the precise field of a source an Enum
cargo: print environment variables for build script executions with -vv
cargo: warn about crate name's format when creating new crate
rustdoc: align stability badge to baseline instead of bottom
rustdoc: avoid allocating strings primitive link printing
clippy: map_identity: allow closure with type annotations
clippy: map_identity: recognize tuple identity function
clippy: add lint for struct field names
clippy: don't emit needless_pass_by_ref_mut if the variable is used in an unsafe block or function
clippy: make multiple_unsafe_ops_per_block ignore await desugaring
clippy: needless pass by ref mut closure non async fn
clippy: now declare_interior_mutable_const and borrow_interior_mutable_const respect the ignore-interior-mutability configuration entry
clippy: skip if_not_else lint for '!= 0'-style checks
clippy: suggest passing function instead of calling it in closure for option_if_let_else
clippy: warn missing_enforced_import_renames by default
rust-analyzer: generate descriptors for all unstable features
rust-analyzer: add command for only opening external docs and attempt to fix vscode-remote issue
rust-analyzer: add incorrect case diagnostics for module names
rust-analyzer: fix VS Code detection for Insiders version
rust-analyzer: import trait if needed for unqualify_method_call assist
rust-analyzer: pick a better name for variables introduced by replace_is_some_with_if_let_some
rust-analyzer: store binding mode for each instance of a binding independently
perf: add NES emulation runtime benchmark
Rust Compiler Performance Triage
Approved RFCs
Changes to Rust follow the Rust RFC (request for comments) process. These are the RFCs that were approved for implementation this week:
Add f16 and f128 float types
Unicode and escape codes in literals
Final Comment Period
Every week, the team announces the 'final comment period' for RFCs and key PRs which are reaching a decision. Express your opinions now.
RFCs
No RFCs entered Final Comment Period this week.
Tracking Issues & PRs
[disposition: merge] Consider alias bounds when computing liveness in NLL (but this time sound hopefully)
[disposition: close] regression: parameter type may not live long enough
[disposition: merge] Remove support for compiler plugins.
[disposition: merge] rustdoc: Document lack of object safety on affected traits
[disposition: merge] Stabilize Ratified RISC-V Target Features
[disposition: merge] Tracking Issue for const mem::discriminant
New and Updated RFCs
[new] eRFC: #[should_move] attribute for per-function opting out of Copy semantics
Call for Testing
An important step for RFC implementation is for people to experiment with the implementation and give feedback, especially before stabilization. The following RFCs would benefit from user testing before moving forward:
No RFCs issued a call for testing this week.
If you are a feature implementer and would like your RFC to appear on the above list, add the new call-for-testing label to your RFC along with a comment providing testing instructions and/or guidance on which aspect(s) of the feature need testing.
Upcoming Events
Rusty Events between 2023-10-25 - 2023-11-22 🦀
Virtual
2023-10-30 | Virtual (Melbourne, VIC, AU) | Rust Melbourne
(Hybrid - online & in person) October 2023 Rust Melbourne Meetup
2023-10-31 | Virtual (Europe / Africa) | Rust for Lunch
Rust Meet-up
2023-11-01 | Virtual (Cardiff, UK)| Rust and C++ Cardiff
ECS with Bevy Game Engine
2023-11-01 | Virtual (Indianapolis, IN, US) | Indy Rust
Indy.rs - with Social Distancing
2023-11-02 | Virtual (Charlottesville, NC, US) | Charlottesville Rust Meetup
Crafting Interpreters in Rust Collaboratively
2023-11-07 | Virtual (Berlin, DE) | OpenTechSchool Berlin
Rust Hack and Learn | Mirror
2023-11-07 | Virtual (Buffalo, NY, US) | Buffalo Rust Meetup
Buffalo Rust User Group, First Tuesdays
2023-11-09 | Virtual (Nuremberg, DE) | Rust Nuremberg
Rust Nürnberg online
2023-11-14 | Virtual (Dallas, TX, US) | Dallas Rust
Second Tuesday
2023-11-15 | Virtual (Cardiff, UK)| Rust and C++ Cardiff
Building Our Own Locks (Atomics & Locks Chapter 9)
2023-11-15 | Virtual (Richmond, VA, US) | Linux Plumbers Conference
Rust Microconference in LPC 2023 (Nov 13-16)
2023-11-15 | Virtual (Vancouver, BC, CA) | Vancouver Rust
Rust Study/Hack/Hang-out
2023-11-16 | Virtual (Charlottesville, NC, US) | Charlottesville Rust Meetup
Crafting Interpreters in Rust Collaboratively
2023-11-07 | Virtual (Berlin, DE) | OpenTechSchool Berlin
Rust Hack and Learn | Mirror
2023-11-21 | Virtual (Washington, DC, US) | Rust DC
Mid-month Rustful
Europe
2023-10-25 | Dublin, IE | Rust Dublin
Biome, web development tooling with Rust
2023-10-25 | Paris, FR | Rust Paris
Rust for the web - Paris meetup #61
2023-10-25 | Zagreb, HR | impl Zagreb for Rust
Rust Meetup 2023/10: Lunatic
2023-10-26 | Augsburg, DE | Rust - Modern Systems Programming in Leipzig
Augsburg Rust Meetup #3
2023-10-26 | Copenhagen, DK | Copenhagen Rust Community
Rust metup #41 sponsored by Factbird
2023-10-26 | Delft, NL | Rust Nederland
Rust at TU Delft
2023-10-26 | Lille, FR | Rust Lille
Rust Lille #4 at SFEIR
2022-10-30 | Stockholm, SE | Stockholm Rust
Rust Meetup @Aira + Netlight
2023-11-01 | Cologne, DE | Rust Cologne
Web-applications with axum: Hello CRUD!
2023-11-07 | Bratislava, SK | Bratislava Rust Meetup Group
Rust Meetup by Sonalake
2023-11-07 | Brussels, BE | Rust Aarhus
Rust Aarhus - Rust and Talk beginners edition
2023-11-07 | Lyon, FR | Rust Lyon
Rust Lyon Meetup #7
2023-11-09 | Barcelona, ES | BcnRust
11th BcnRust Meetup
2023-11-09 | Reading, UK | Reading Rust Workshop
Reading Rust Meetup at Browns
2023-11-21 | Augsburg, DE | Rust - Modern Systems Programming in Leipzig
GPU processing in Rust
2023-11-23 | Biel/Bienne, CH | Rust Bern
Rust Talks Bern @ Biel: Embedded Edition
North America
2023-10-25 | Austin, TX, US | Rust ATX
Rust Lunch - Fareground
2023-10-25 | Chicago, IL, US | Deep Dish Rust
Rust Happy Hour
2023-11-01 | Brookline, MA, US | Boston Rust Meetup
Boston Common Rust Lunch
2023-11-08 | Boulder, CO, US | Boulder Rust Meetup
Let's make a Discord bot!
2023-11-14 | New York, NY, US | Rust NYC
Rust NYC Monthly Mixer: Share, Show, & Tell! 🦀
2023-11-14 | Seattle, WA, US | Cap Hill Rust Coding/Hacking/Learning
Rusty Coding/Hacking/Learning Night
2023-11-15 | Richmond, VA, US + Virtual | Linux Plumbers Conference
Rust Microconference in LPC 2023 (Nov 13-16)
2023-11-16 | Nashville, TN, US | Music City Rust Developers
Python loves Rust!
2023-11-16 | Seattle, WA, US | Seattle Rust User Group
Seattle Rust User Group Meetup
2023-11-21 | San Francisco, CA, US | San Francisco Rust Study Group
Rust Hacking in Person
2023-11-22 | Austin, TX, US | Rust ATX
Rust Lunch - Fareground
Oceania
2023-10-26 | Brisbane, QLD, AU | Rust Brisbane
October Meetup
2023-10-30 | Melbourne, VIC, AU + Virtual | Rust Melbourne
(Hybrid - in person & online) October 2023 Rust Melbourne Meetup
2023-11-21 | Christchurch, NZ | Christchurch Rust Meetup Group
Christchurch Rust meetup meeting
If you are running a Rust event please add it to the calendar to get it mentioned here. Please remember to add a link to the event too. Email the Rust Community Team for access.
Jobs
Please see the latest Who's Hiring thread on r/rust
Quote of the Week
When your Rust build times get slower after adding some procedural macros:
We call that the syn tax :ferris:
– Janet on Fosstodon
Thanks to Jacob Pratt for the suggestion!
Please submit quotes and vote for next week!
This Week in Rust is edited by: nellshamrell, llogiq, cdmistman, ericseppanen, extrawurst, andrewpollack, U007D, kolharsam, joelmarcey, mariannegoldin, bennyvasquez.
Email list hosting is sponsored by The Rust Foundation
Discuss on r/rust
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cogitotech · 2 years
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pennamesmith · 2 years
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Frank Sinatra
The stars filled the room.
Entrapta’s eyes sparkled from their myriad reflections. She vibrated with excitement as she twirled inside the holographic projection, jumping from one point of light to the next. She laughed and spread her fingers as if trying to catch the stars like snowflakes.
“There are so many!” Entrapta sang. “Where do you even start?”
Hordak stepped into the light beside her, wearing a smile despite himself. “Horde Prime started here,” he said, pointing to a dark corner of the map. “Horde World. It is the seed and the heart of his grand empire. This is the path of his eternal holy crusade.”
A shadow, almost like a clawed hand, reached across the model universe. Every world beneath its fingers was marked with a blinking Horde emblem. Entrapta peered at them silently.
“I have records of every world Prime has graced with his light,” Hordak boasted. “Flora, fauna, geography, topography, and military ability, where applicable. I will give you access to all of the data.”
Entrapta was already poring through the oceans of information, hands and hair dancing across the holographic controls. Images and audio logs and meticulous reports moved around her like bright orbiting moons. She seemed like a star at the center of it all.
“This is amazing,” she breathed. “There’s just so much.”
Hordak looked like he was about to say something when a blinking point of light caught Entrapta’s eye. She waved her way across the three-dimensional map of the greater universe. Far away from Horde Prime’s grasping hand, a few tiny annotations glowed in the distant void.
“Those are regions Prime has not yet reached,” Hordak explained as Entrapta explored the darkness. “Of course, with his technology, we are able to collect some data without actually being there. Radio signals. Ancient radiation. Things beyond the suns.”
Entrapta tapped a sound file. Music, as if from a cobwebby old record player, filled the sanctum. Hordak’s ears twitched. Entrapta’s eyes shone. The sound was staticky, distorted, warped by time and distance. It skipped and crackled. But there was still a distinct, steady crooning behind it all. Golden horns and ethereal notes swam through the air. Entrapta made a sound of delight to go with it.
“What is this?”
“Nothing significant,” Hordak said. “Background noise from a larger sweep. Clues for the next campaign. Nothing more.”
Entrapta hummed. “Well, I like it. It’s got a nice rhythm to it.” She raised her eyebrows and smirked. “Do you know how to dance, Hordak?”
“What backwater planet nonsense…?”
“Calm down,” Entrapta laughed. “There’s no need to get huffy. I just like to move around for a few minutes when I’ve been working for a long time in the lab. You look like someone who could use a brain break.”
She took his hand. The light from the star map cast shining reflections and deep shadows across Hordak’s haphazard collections of old equipment and spare parts; a hoard of things thrown away and saved. Tiny creatures with many legs collaborated in the corners.
Entrapta beckoned. “Here, I’ll teach you.”
The music continued playing. Hordak did not resist.
They danced.
Emily switched the recording off. In times of uncertainty, it eased her anxieties to look through Entrapta’s old video logs. She rotated slowly on her back as she searched her RAM for something to watch next. Her sticky leg twitched.
Scorpia and the Queen of Bright Moon had been gone for a very long time.
Just as Emily began to play the next clip, the horizon exploded with light. She swiveled around and stared curiously at the sky. Then the light became blinding, and the world moved.
When the sky returned, it was filled with stars. And the stars were filled with ships.
Emily beeped, and considered this new data. It did not lessen her anxiety. She folded up her legs and waited quietly for whatever would happen next. After a moment, to fill the silence, Emily opened all of her sensors and turned them to the dismembered constellations above.
She listened for the music.
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lesbianrobin · 9 months
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howdy em, any advice for focusing on studies instead of my hobbies? I love my fandom blurbs so much but sometimes it’s to my downfall xp
babes i appreciate your high opinion of me but i am SO not the bitch to ask. i'm literally terrible at time management and focusing on boring shit FKVJDJD but here's some stuff that sorta works for me. sorta.
incorporate your interests into your schoolwork whenever possible. obviously this is gonna be a task of varying difficulty depending on the assignment and what you're studying, but if you Can write your paper about stranger things or create a fun visual project in photoshop to display your data or whatever, you're gonna be more motivated to work.
sorta on that note you know that thing where you read a fanfic and it's like so incredibly obvious that the author works in a specific field or has expertise with a specific thing? you could be that author. if you can't incorporate your interests into your work, try incorporating your work into your interests! idk about you but i definitely have more fun and feel more motivated when i'm researching for a fic than i do when i'm just doing a random assigned reading. as you study, you might keep a list in the back of your mind of ways that this could potentially benefit a future fic or whatever to keep you engaged.
i personally once made a stranger things gifset to explain the history of color in film to procrastinate studying for my film history final and guess what! i was actually just studying for my film history final! in a weird ass nerd way!!
be flexible with your studies. i typically write at least 50% of any given assignment on my phone, because i'll get ideas at random moments or seize small pieces of downtime throughout the day to get work done. it can be helpful to designate certain times and spaces for schoolwork, but in my own personal experience, sometimes that can make the whole thing feel much more intimidating, and i won't get any more work done than i would have while typing on my phone in bed. i also find that restricting schoolwork to a specific time/place makes me view it as more of an obligation, when the truth is that i love what i study! i love to learn! so, i try to treat my studies as a hobby whenever possible. my fic and paper writing processes are nearly identical, and i think that helps in easing some of the pressure and dread that might accompany the thought of Writing A Paper.
this one is boring but just. reward yourself when you do focus on your studies! when i used to pull late nights in undergrad to get my work done on time, i would often take a trip to sonic when i was around halfway through with my work, for both a brain reset and a little reward. the first time i did it, i just didn't have any food for dinner in my apartment, but it quickly became a ritual that made me look forward to getting work done.
study in public when possible. this one sounds so stupid but literally the power of knowing that anybody around you in the starbucks or library or whatever could see you on tumblr/ao3/etc is NOT to be underestimated! i am a very insecure and self conscious person and i use this to my advantage. would you rather that cool-looking girl at the table next to you see you thoughtfully annotating marx or scrolling aimlessly through ao3? think about it.
ok that's like most of it i guess! but in all honestly i am still figuring it out myself. i think the key is just to keep on trying. it takes time to figure out what works for you and what doesn't, and there are gonna be times when you screw up and make a poor choice that backfires. instead of thinking about how much you suck, or writing it off entirely, look at these instances as opportunities to learn and consider how you might set yourself up to make better choices in the future.
anyway i'll get off my high horse and shut up now LMAO thank you for like thinking i am smart enough to come to with such a question. good luck!
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