#Deep Learning Project Ideas

[takeoffproject]

Deep Learning Projects With Source Code | Takeoff

At Takeoffprojects, we have a team of deep learning experts backed by extensive resources and research infrastructure. Our team has successfully created and completed hundreds of deep-learning projects in various fields over the past few years. If your project is stuck, our experts can provide the guidance you need to get it back on track. If you're looking for complete Deep Learning Projects With Source Code, Takeoff projects can deliver them to you with full support and assistance.

Face Recognition Door Lock System Using Raspberry Pi

This project focuses on the application of Raspberry Pi and a USB camera and it involves designing a face recognition door lock system. It also has and an LCD screen where feedback is displayed and a buzzer which provides an alarm notification. The objective is as follows: improving security and permitting the entry to the restricted area only to the authorized persons using facial recognition and, in turn, producing an alert if there is an attempt of unauthorized access.

The core of this system is the Raspberry Pi, which provides software options for face detection and recognition. The USB camera is initialized to the raspberry Pi and it takes frames of faces around the door as they occur. If somebody appears in front of the camera, a picture of that person is captured and the Raspberry Pi scans it against to the current database of faces.

A Glove that Translates Sign Language into Text and Speech

Basically, it is hard for the deaf or disabled person to relate to other people especially those who do not know sign language. Hand Talk glove is an ordinary cloth driving glove with installed flex sensors. The sensors provided an array of data flow that depends on the degree of bend in the fingers. Flex sensors are sensors that change with resistance so as to tell the amount of bend on the sensor. They manipulate the change in bend into electrical resistance –the more the bend, the more the resistance value. The output from the sensor is in an analog form and after being converted into digital form, it is processed with the help of microcontroller and it speaks in the voice through the speaker.

Conclusion:

Deep Learning Projects With Source Code is not a service you hand over to just any team; at Takeoff Projects, we have a team of experts and crew to support the projects. They include the Face Recognition Door Lock System, and the Sign Language Glove that discover us our proficiency in real-life implementations. Trust Takeoffprojects for the full solution and unique approaches for enhancing your opportunities for success in deep learning projects.

[rhiaemrys]

Tim Drake, to me personally, is a selective genius. More accurately, he’s just an insanely fast learner when something even mildly interests him (typically something mentioned by Batman and/or Robin). Unfortunately this leads to weird and inconsistent gaps in his knowledge.

Like, for example, and referencing a post about him being unable to work computers I’ve made in the past, Tim learned all about PC hardware because Batman mentioned upgrading the Batcomputers specs once, which was then plastered across forums with the title of like “BATMAN SEEMS TO HAVE THE BUDGET OF NASA, IS THIS WHERE OUR TAX PAYER DOLLARS ARE REALLY GOING?” and Tim wanted to harness the power of the sun to create something similar. This led him down a rabbit hole, and now he can create a super computer from someone’s spare junk drawer. However, when it comes to installing software and actually using the PC beyond its basic functions? Uninteresting. The only reason he learned later on in his Robin career was because Barbra found his lack of ability to hack deeply concerning and decided to remedy it. She provided the proper motivation.

Other weird ass conversations include:

- Was able to deduce the strain of fear toxin that Damian was under, synthesize an antidote, and track Crane down to his warehouse at the Docks district within a three hour time period. (Bruce offhandedly mentioned that they should start writing down the effects of different fear toxins so that they could eventually identify which was which to make antidote administration easier, knowing it’d be an insane and labor intensive task that no one would really do because they were doing just fine currently. Tim promptly created a spreadsheet, copped the cowl footage, and got to work. He learned advanced chemistry for this, promptly bringing his barely passing grade up to an A within two months.)

- Once was able to list the entirety of Haley’s Circus lineup over the years, correctly identifying which performers had been kidnapped by the Court of Owls, yet couldn’t name a single United States president before the year of 2012. (Got embarrassingly into circus performances because y’know, Dick is his hero and so he memorized the entire history of Haley’s Circus so he’d always know who/where/what Dick was talking about when he referenced his time there)

- Word for Word reciting an obscure peace treaty for an ALIEN NATION, but wasn’t able to tell Dick what the Fibonacci sequence was. (Starfire is Tamaranian and Tim assumed that she and Dick would get married one day and he didn’t want to be insensitive so he hacked into the Green Lantern files that all the Earth Lanterns update and got to work researching. Even the stuff that only tangentially mentioned the planet and people)

[technology-123s-blog]

Deep Learning Projects for Students - Takeoff Projects

Deep Learning Projects are exciting and advanced applications of artificial intelligence that solve complex problems by mimicking the way humans think. At Takeoff Projects, we provide a platform for students and professionals to explore and work on innovative deep learning projects that are both educational and practical. These projects involve training neural networks to analyze large amounts of data and make intelligent decisions.

Some popular deep learning projects include image recognition, where models identify objects or faces in pictures, and natural language processing, which helps in building chatbots or translating languages. Deep learning is also used in healthcare to analyze medical images like X-rays to detect diseases, and in self-driving cars to recognize objects on the road and ensure safe navigation.

At Takeoff Projects, we guide learners through real-world projects such as creating speech recognition systems, building recommendation engines like those used by Netflix or Amazon, and designing AI models for time-series forecasting like stock price prediction. We simplify these concepts with hands-on support, making them easy to understand and implement.

We also focus on innovative areas like Generative Adversarial Networks (GANs), which can create realistic images or enhance low-resolution photos, and robotics, where deep learning enables machines to perform tasks like sorting or assembly. These projects not only build technical skills but also prepare learners for a bright future in AI and data science.

Whether you are a beginner or an advanced learner, Takeoff Projects helps you take the first step toward mastering deep learning. By working on these projects, you can gain practical experience and showcase your expertise, opening up exciting career opportunities in this rapidly growing field. Let’s take off into the world of deep learning Projects together!

[alphalesbian]

Youll just be minding your own business when all of a sudden the inherant intimacy of solo instrumental music is realized upon you. Like youre just supposed to proceed normally after

[techieyan]

Unleashing the Power of Deep Learning Projects in Computer Vision

Deep learning, a subset of artificial intelligence, has been making waves in various industries, revolutionizing the way we approach and solve complex problems. From healthcare to finance, deep learning projects have been transforming industries and pushing the boundaries of what we thought was possible.

In healthcare, deep learning has been making significant strides in medical imaging, diagnosis, and treatment. With the ability to analyze large amounts of data and identify patterns, deep learning algorithms can assist doctors in making more accurate and timely diagnoses. For example, in radiology, deep learning can detect and classify abnormalities in medical images, aiding radiologists in identifying potential areas of concern. This not only speeds up the diagnosis process but also reduces the chances of human error.

Furthermore, deep learning has also been used to improve patient outcomes by predicting the risk of certain diseases. By analyzing data from electronic health records, genetic information, and lifestyle factors, deep learning algorithms can predict the likelihood of an individual developing certain diseases. This allows healthcare providers to take preventive measures and intervene early, potentially saving lives and reducing the burden on the healthcare system.

In the pharmaceutical industry, deep learning has been utilized in drug discovery and development. By analyzing large datasets of chemical compounds, deep learning algorithms can identify potential new drugs and predict their efficacy. This not only speeds up the drug development process but also reduces costs and increases the success rate of new drugs.

Moving on to the finance industry, deep learning has been transforming the way financial institutions operate. In the past, financial data analysis was a time-consuming and labor-intensive task. However, with the help of deep learning, financial institutions can now analyze vast amounts of data in a fraction of the time. This has greatly improved decision-making processes, risk assessment, and fraud detection.

One of the most notable applications of deep learning in finance is in the field of trading and investment. Deep learning algorithms can analyze market data, news, and social media sentiment to predict stock prices and make investment decisions. This has led to the rise of algorithmic trading, where computers use deep learning algorithms to make trades without human intervention. This not only increases the speed and accuracy of trades but also reduces the risk of human error.

In addition, deep learning has also been used in credit scoring, loan underwriting, and risk management. By analyzing customer data and credit histories, deep learning algorithms can accurately predict creditworthiness and assess risk, allowing financial institutions to make more informed decisions.

Another industry that has been revolutionized by deep learning is transportation. With the rise of self-driving cars, deep learning has played a crucial role in making autonomous vehicles a reality. Deep learning algorithms can process data from sensors, cameras, and other sources in real-time, allowing the vehicle to make decisions and navigate the environment safely.

In the retail industry, deep learning has been used to improve customer experience and increase sales. By analyzing customer data, such as purchase history and browsing behavior, deep learning algorithms can provide personalized recommendations and targeted advertisements. This not only enhances the shopping experience for customers but also increases sales for retailers.

In conclusion, deep learning projects have been a game-changer in various industries, bringing about significant improvements in efficiency, accuracy, and decision-making. With its ability to analyze large amounts of data and identify patterns, deep learning has the potential to revolutionize many more industries in the future. As we continue to explore and push the boundaries of this technology, the possibilities are endless.

[arolesbianism]

Hi gamers guess who's thinking abt unit swap stuff again. Shiho and Saki discussing who would be best fit to play the cast in their musicals knowing full well they're going to assign Honami to the main character like they always do and the Saki will insist on playing the main villain like she always does and then Ichika gets stuck playing every other character while also playing the trumpet like he always does

[astrofaeology]

Jupiter in the Houses

paid readings |Masterlist

ᡣ𐭩 Please support me by reposting, liking, following me and commenting your placement. Jupiter is a slow moving planet yet it does show have a important and significant inpact on your moral stance and deep rooted belief systems

1st house With Jupiter in the 1st House, which is the house of self and identity, people radiate optimism and good fortune as well as a very generous spirit. They project an out going and charismatic presence, often come off as larger than life, and also have a natural ease in making a great first impression which in turn brings about growth that is very much tied to personal development and self belief.

2nd house In the 2nd house which is that of personal resources and values Jupiter is in which brings about very lucky relationships with money and material things. We see that these people have easy access to finance, they attract great abundance, are very giving with what they have, and they find that which grows from wise investment and from a strong self worth and financial security.

3rd house When Jupiter is in the 3rd House of communication, short trips, and siblings it bestows people with large minds, a love for learning, and excellent communication skills. We see that they put forth great effort in networking, in education, and in putting forth their ideas which in turn they do so with which they have very good results in their relationships with siblings and immediate community.

4th house Jupiter in the 4th House is a placement which rules home, family and emotional bases, which in turn presents very fortunate and supportive home lives for these people often also very large or open family structures. We see that which they put out into the world is very much rooted in their home life, and also they may see great fortune related to property or heritage, which in very large doses they feel very supported and very secure.

5th house In the 5th House which is the domain of creativity, romance and children Jupiter is present which bestows great creative talent, a very positive approach to life, and success in love. We see growth via artistic endeavors and playfulness and also may note that they have a lot of children or issues related to them; they have a very giving and fun spirit.

6th house In the 6th House Jupiter is which rules over daily routines, work and health which in turn brings about good fortune in employment and a strong tendency toward service. These people find growth in their work which may be in health care or some helping profession also they tend to enjoy good health but at the same time may at times overwork or put off the small things.

7th house When Jupiter is in the 7th house which is the house of partnerships and also of open enemies it brings about great fortune and growth via relationships which include marriage and business partnerships. These people tend to draw in very supportive and lucky partners and we see growth through cooperation, fairness and a very harmonious approach to one on one interactions.

8th house In the 8th House Jupiter is which is a rule over shared resources, intimacy, and transformation which in turn presents opportunities via inheritances, joint finances, or the resources of others. Also in this position people grow via looking into psychosomatic issues,, they improve their standing in power dynamics, and they embrace large scale transformation which in turn draws support from others during crisis.

9th house As the primary player in this area Jupiter’s placement in the 9th House which rules higher education, philosophy, and long distance travel indicates a great affinity for knowledge, adventure, and spiritual growth. In this location we see that which is of great value to Jupiter growth via higher learning, foreign cultures, and the development of a wide philosophical base.

10th house Jupiter in the 10th House which is the domain of career, public image, and reputation brings great success that which also includes recognition and public respect. Also these people find they have access to great career growth, put in for leadership roles, and achieve a very respected social standing, which in turn puts them on a path to great influence and also a very positive public image.

11th house In the 11th House which is the home of friends, groups and hopes Jupiter is present which blesses individuals with many supportive friends and favorable associations. They do see growth and success through their social circles, group affiliations and in a very strong sense of community and humanistic ideals.

12th house In the 12th House Jupiter which is a house of the subconscious, secret matters and spirituality often plays a quiet yet very present and beneficent role in people’s lives that which of often is that of a protective and peaceful influence. Growth in this is through deep reflection, spiritual practice, and service which is filled with compassion also often they are born with strong intuitions and what may be considered a secret fortitude which in turn helps them to over come challenges.

DISCLAIMER: This post is a generalisation and may not resonate. I recommend you get a reading from an astrologer (me). If you want a reading from me check out my sales page.@astrofaeology private services 2025 all rights reserved

[unboundprompts]

Hello! Can you help me and/or give me examples of how to write a pre-teen? Specifically a slightly mature for their age but still socially-awkward, selfless, empathetic, extroverted 10-year-old

How to Write a Pre-Teen

Voice and Language

Simple but specific vocabulary: Pre-teens might not use very complex words, but they often know and throw in some “big words” they’ve recently learned or mimic words they hear adults use. Don’t overdo it, though—they’ll often misapply or half-understand these terms, which can create natural, humorous moments.

“It’s totally, like, a catastrophe that I forgot my project.”

Expressive dialogue: Pre-teens are enthusiastic and often exaggerate. They can also shift quickly between emotions, from excitement to frustration.

“That was the best movie ever!” might turn into “Actually, I mean, it was kinda boring in some parts, but, you know, overall…”

Thoughtful yet blunt: Kids this age often haven’t fully learned the “filters” adults use. They can be direct and say things that are surprisingly insightful or unexpectedly honest.

Thoughts and Perspective

Developing identity and opinions: They’re beginning to form their own beliefs but still echo the views of family, teachers, or friends.

“Mom says people should never lie, but I wonder if little lies are okay if they help people feel better…”

Questioning and introspective moments: Pre-teens are curious about life, relationships, and “big ideas.” They may ask questions, but sometimes keep their deep thoughts to themselves, exploring them internally.

“If friends are supposed to be there for each other, why do I feel alone even when they’re around?”

Struggle with abstract concepts: At this age, they’re just beginning to understand abstract ideas like justice or friendship but often approach them in straightforward, literal ways.

Behavior and Actions

Impulsivity and energy: They might shift quickly between activities and emotions, getting distracted or excited without much control over it. They may also blurt out ideas or act before thinking, especially if they’re extroverted.

For instance, a character might immediately jump up to help someone even if they aren’t sure what to do, or they might “borrow” something without fully considering the consequences.

Physical awkwardness: Pre-teens can be a bit clumsy as they’re still growing into their bodies. This can lead to endearing, awkward moments.

They might knock something over, trip over their own feet, or feel self-conscious in ways that show they’re still figuring themselves out physically as well as socially.

Friendships and Social Dynamics

Navigating social rules: Pre-teens are very aware of social “rules” but may not fully understand them. This is an age when they care a lot about what their friends think, but they’re also just beginning to question these dynamics.

A pre-teen might want to befriend the “cool” kids but feel conflicted when they realize their values don’t align. Or they may try too hard to impress friends and feel self-conscious afterward.

Conflicted loyalties: Friendships are often intense at this age, and they might struggle with conflicting feelings if friends argue or if they feel left out.

“I really like hanging out with Sarah, but I know Emma doesn’t. Maybe if I can make them both laugh, we could all just… get along?”

Small gestures: Pre-teens often show they care in understated ways, like sharing snacks, giving a small gift, or cheering someone up when they’re down. For a socially-awkward pre-teen, these gestures may come out clumsy but sweet.

Insecurity and Self-Awareness

Self-consciousness mixed with bravery: Pre-teens often fluctuate between trying to fit in and wanting to stand out. They might do something brave but then doubt themselves or quickly retreat if things don’t go as planned.

For instance, a character might volunteer to speak in front of the class only to feel panicked once they’re in the spotlight.

Hyper-awareness of themselves and others: They’re beginning to notice how others perceive them and may get flustered easily or worry about little things, like if their clothes look okay or if they sounded silly.

“I shouldn’t have laughed like that… I bet everyone thought I sounded so weird.”

Joking as a defense: Pre-teens often use humor to cope, covering up their awkwardness or discomfort by making jokes.

Reactions to Conflict and Emotion

Quick emotional shifts: They might go from laughing to frustrated to embarrassed in just a few minutes. They feel emotions intensely and may have outbursts or react strongly to things adults might dismiss as minor.

Heroic ideals vs. real-world disappointments: Many pre-teens have an idealized view of right and wrong, fairness, and heroism, and they may be disappointed when things don’t align with these ideals. They’re just starting to understand that people aren’t all good or all bad.

“I don’t get it… why would she lie about something like that? Friends are supposed to be honest!”

[anakinstwinklebunny]

STALKER!NERD!ANAKIN HEADCANONS

TW: at some point it contains sexual content, so if you're sensitive to that or don't feel comfortable with it, please do not read it for your own safety and comfort. Death, murderer, swearing, weird behavior, psycho behavior

Author's note: got inspired by amazing @xzaddyzanakinx, check her sutff out, it's wayyy better!!!

Stalker!Nerd!Anakin who at the beginning seemed like a normal cute nerd

Stalker!Nerd!Anakin who would write down every small detail he learned about you in his special notebook

Stalker!Nerd!Anakin who would get nervous whenever the math class was about to begin (just because you're in it too). He doesn't have a problem with math, hell, he loves this subject but not as much as he loves you. His eyes would time to time move towards to where you're sitting, his cheeks heating up as he tries to pretend he's actually paying attention to what teacher says

Stalker!Nerd!Anakin whose one of the main wishes was to finally catch your attention. To make you notice him; his love for you, his unconditional commitment, his deep interest in everything you do - from your voice to your every small part on your body. It was something he wished and prayed for, to finally catch your gaze longer than one mere second

Stalker!Nerd!Anakin who began fantasizing about you late at night to make himself fall asleep sometimes

Stalker!Nerd!Anakin who, when you once struggled with your laptop in class, Anakin, the tech whiz, offered to help you out. He found it as a perfect opportunity to finally have his first real interaction with you. Although nervousness creeped all over his body, stopping right at his cheeks to make them rosy. His hands were gentle as they glided over the keyboard, but you had no idea that while he was fixing your issue, he was also installing a program that gives him remote access to your laptop. He smiled at you after, his glasses slipping down the bridge of his nose, and you thanked him—unaware that he had just gained access to every aspect of your life.

Later that night, as you were working, you noticed your laptop screen flickering for a moment. Although you brushed it off, not realizing Anakin is on the other end, watching you through your webcam. His breath catched in his throat as he watched you. The heat he couldn't just ingore rising inside him whenever he imagined what it would be like to have you by his side..every.single.day

Stalker!Nerd!Anakin who's always in the library, studying furiously or working on some coding project. Yet one day, you left a book behind on accident, and of course, he’s the one who finds it. Instead of returning it to you, Anakin uses it as an excuse to hold onto something of yours—your scent lingering on the pages (at least he thinks it lingers, that it's still there), your small scribbled notes on the margins. And the way his heartbeat quickened whenever he held something you did just second ago - it was so thrilling

Stalker!Nerd!Anakin who after the laptop 'help', brought himself the courage to talk to you. At first, he made sure to make it time to time and a small talks - about lessons you've just had, sometimes he tried to gossip (for the first time) about teachers he actually liked (but knew you hated) in jokey way to make you smile and agree at what he's saying - so he did baby steps that hopefully would let him get closer.

He was always obssesing over these talks, always came up to you with flushed cheeks, trying to ignore your sceptical-looking friends. Although he cursed himself after every interaction with you just because he stuttered a lot, and he wanted to make the best impression on you as possible (but who would have known that you finded it cute)

Stalker!Nerd!Anakin who gave himself time (but with his often excitement it was hard) to gain your trust, to 'know' you even better than what he knew already (so you wouldn't be suspicious about him knowing certain stuff)

Stalker!Nerd!Anakin who was thrilled to help you with subjects you sucked at. Often staying just for you long hours in the library after lessons;

"Hi, Annie."

That soft, sugar-sweet voice pulled Anakin out of his thoughts, snapping him back to reality. He looked up, and there you were—his Aphrodite, his goddess—smiling at him, your eyes bright as you took a seat next to him, your math books gently landing on the library's wooden table.

Anakin froze for a moment, his mind swirling. How was it that you could always leave him feeling like this—flustered, vulnerable? His usual composure disappeared every time you came near. He was used to watching you from afar, secretly lingering in the shadows, but now as you were right next to him, close enough that he could smell your perfume, his mind went dizzy

He swallowed hard, trying to control the quickened beat of his heart. “Hi, y/n he said softly, forcing a gentle smile. “So, what do you need help with today?”

You sighed, flipping open your math book, brows furrowing in that adorable way you always did when you were concentrating. “sequences... I don’t get it.”

Anakin's heart lifted slightly at the request. This was his chance—his moment to shine before you. “Don’t worry, I'll help you"

"That’s so stupid," you muttered, grimacing at the another math problem in front of you. You've been doing this shit for what felt like hours and you could feel your brain slowly release more and more smoke

Anakin only chuckled, the sound warm and genuine. “It’s not stupid. You’re just learning it. Trust me, math can save your life.”

The phrase almost made you vomit “That’s a bold statement.”

He grinned, watching your pencil scratch against the paper, marveling at how even something so mundane looked graceful in your hands. “Bold but true,” he teased. “If you were stranded on a deserted island without a signal, you'd need math to find your way back home.” he folded his hands between his legs, offering you this small smile

you huffed “I’d need a map, not math.”

“And how do you think they make maps?” he shot back with a smug smirk on his face. He was nothing like this shy, stuttering guy you knew just time ago. It was more endearing, in a way “Math. Without it, you wouldn’t have a map in the first place.”

You bit your lip in thought, a small furrow appearing on your brows as you glanced back at the task in front of you. The way your lips pouted slightly as you tried to focus made Anakin’s heart skip a beat. “Math is a haunting beast,” you sighed, writing the example down. “It doesn’t help you; it ruins you.”

Anakin chuckled again, shaking his head. “That’s just a matter of perspective.” His voice softened, dropping a little lower “You just haven’t seen it the right way. I can change that, you know.”

“Can you?” your tone teasing but laced with curiosity.

“If you let me, absolutely.” His eyes sparkled while watching you, drinking in every detail of your face. He had never been this close to you ever before. And oh God, he loved it so much. He could smell the faint scent of your vanilla perfumes, every inch of your skin seemed so touchable..so soft..so-- “But you’ve got to take it seriously. Otherwise, how can I help you?”

“I am taking it seriously, Anakin. You know I’m thankful for all the time and effort you put into this.”

The word time echoed in Anakin’s mind, sending a rush of emotion through him. Time—that precious thing he spent obsessing over you, watching your every move, memorizing every little detail about you.. If only you knew how deep his admiration went, how he lived for these moments alone with you..maybe you would understand that you deserve better than some jerk you've been dating. That you deserved someone who would want to know you, who would fall to his knees and beg to know you..who would do it all just for a small glimpse of your face in the sunglight

“Don’t mention it,” he murmured, his smirk returning. “I’m always happy to help you, y/n.”

He kept the conversation light and playful, teasing you just enough to make you smile, to keep your attention on him. Just as he always dreamed. He wanted this moment to last forever—to bask in your presence, in the warmth of your voice, in the sweetness of your laughter. He wanted you to feel how much he cared, even if he couldn’t tell you the whole truth yet

Stalker!Nerd!Anakin who hated your boyfriend;

“Y/n!” Jack’s sharp voice sliced through Anakin’s thoughts like a knife. “Pack your things, we’re leaving. Now.” The coldness in Jack’s tone made Anakin’s blood boil. How could anyone speak to you like that? Anakin would never dream of using such a harsh tone with you. Never.

“But I’m doing math ri—"

“Don’t care,” Jack snapped, cutting you off. “Pack your damn things. We’re leaving.”

The cruelty in Jack’s voice made Anakin seethe. The way he talked to you—like you were nothing—made his hands curl into fists under the table. Red-hot anger coursed through him, almost blinding him. Jack had no right. No right to speak to youlike that, to treat you like you were disposable. His heart pounded in his chest, the familiar obsessive urge to protect you, to be the one who cherished you, rising uncontrollably. He couldn’t stand the thought of you being hurt or disrespected by anyone, least of all by someone like Jack.

Jack caught Anakin’s stare, eyes narrowing with disdain. “What are you looking at, nerd?” His voice was full of arrogance and venom

Anakin’s eyes flashed with rage as he turned to meet Jack’s gaze, nails digging into his skin. He wanted to punch that smug look right off his face. Oh, how satisfying it would be to watch him fall. But Jack was taller, broader, physically stronger..yet..biology confirmed that people under different emotions are able to do impossible..so could it possibly mean..

“Jack, calm down,” you interjected softly, your voice shaking just a little as you tried to smooth things over without another cut skin and running blood. “Anakin was just helping me with math.”

Yet, Jack barely glanced at you, keeping his gaze locked on Anakin's face. Both of them looked as if they were about to throw their fists on themselves. Yet, Anakin wasn't the type of guy to hurt someone..right? “Whatever. If you’re not outside in five minutes, I’m leaving without you.”

Anakin’s blood ran cold as Jack stormed out of the library. The familiar feeling of being a failure, of possibly dissapointing you because he haven't done anything, didn't stand up and react at your boyfriend's behaviour corrupted his mind. What had he just done? He was supposted to protect you, and yet, here he was sitting like a failure. This tense, uncomfortable silence did not help him. Especially when your face flushed with embarrassment, your once-bright smile long gone. What had he just done? You looked down, fiddling nervously with your pencil before turning to Anakin.

“I’m so sorry about him,” you whispered “He’s just… having a bad day, I guess. Please don’t take it personally.”

Anakin wanted to scream. Bad day? That was your excuse? You were too kind, too forgiving. Jack didn’t deserve your apologies or your understanding. Anakin’s anger roared inside him like a beast, barely contained beneath his calm exterior. Jack wasn’t just having a bad day—he was a bully, plain and simple. And Anakin hated him for it. He wanted to protect you from this, from Jack’s cruel words and rough edges. Because you deserved to be treated like a queen, not like some accessory Jack could toss around whenever he felt like it.

So there was this question ringing in his ears again - what had he just done?

“It’s okay,” he replied softly, though his voice was tight with the effort it took to hold back his anger.

You offered him a nervous smile, the light that usually brightened your face now dimmed by Jack’s harshness. “I’m really sorry. I shouldn’t keep you any longer… but maybe we can catch up another time?”

Before Anakin could respond, you took his pen and started scribbling something in his notebook. Your soft hand moved gracefully over the page, your pretty handwriting was what captured his attention completely. He loved how even the smallest, most mundane actions were captivating when it came to you. Because for him, you could make something as simple as writing your name feel like magic.

When you finished, you handed the notebook back to him, a soft smile playing on your lips. “It’s my number,” you said, drawing a small smiley face beside it. “We can plan another time for tutoring.”

Your number. Your phone number. Anakin stared at the page in disbelief, his heart hammering in his chest. You had just given him a direct line to you. To you. His obsession surged, almost overwhelming him. He could barely keep his hands from trembling when he took in the sight on the paper. This was it—his way into your life.

“Sure. W-we can,” he said, trying to suppress the massive grin that threatened to take over his face. “Anytime.”

you smiled again, but it was smaller now, hesitant. Your eyes flickered toward the door, where Jack had disappeared moments earlier. “Thanks again, Anakin. I’m really sorry about Jack…i-I should get going before he leaves me stranded.”

Anakin watched you pack your things, his pulse quickening with each movement you made. God, you were so perfect, so sweet, even in the face of Jack’s cruelty. And you deserved better—better than Jack, better than anyone. He even knew he doeasn't deserve you, because for him, you were more than a human. His eyes each time saw you in angelic, heavenly way. As if God alone had sent you on earth to torment him for his sins, to make him suffer. You were so pure, and he so sinful.. so..dirty in all kind of sins. He didn't feel worthy enough to even be in your presence, yet he wanted it more than anything in the world

But if you'd give him only a chance, he'd be yours. Completely. Body and soul. Without exception

“I’ll see you later, Annie,” you mumbled softly, flashing him one last smile before heading towards the door.

The sound of his nickname on your lips made his whole body tingle. He barely registered you leaving, too caught up in the way you'd looked at him, the way you'd spoken to him. The way you had given him your number. It was like a dream come true. His obsession had reached a fever pitch—his heart ached for you - to have you, hold you, not let you go..

you were his, right?

at least had to be someday..

But then there was Jack. Jack, who, again, didn’t deserve you. Jack, who treated you like dirt, who took you for granted. Jack, who yelled at you , who made your smile disappear. Jack, who Anakin hated more than anyone in the world.

Anakin’s grip tightened around his notebook, his knuckles white with the pressure. He couldn’t let Jack get away with this. He couldn’t let Jack continue to be a part of your life. It was his place in your life he took, it was his destiny and fate to be someone more than just 'a nerd who helped you out'.

But again, he hadn't done anything to stop him from treating you like this. When he could, when he really had a chance to make a difference. He simply didn't

what had he just done?

Today was the day it had to change So he had decided. He would follow you, keep his distance, and watch - like he always does. He would make sure Jack never had the chance to hurt you ever again.

With his mind set, Anakin quickly packed his things, his heart pounding with anticipation.

Today Jack Scottland would meet God.

Stalker!Nerd!Anakin who killed your boyfriend;

Anakin took a deep breath as he started his car, his hands trembling with barely controlled rage. Every thought, every emotion, was singular—focused on Jack. Jack had to go. He gripped the steering wheel so hard his knuckles whitened, his breath coming out in shallow bursts. This was it. No turning back. Jack was the obstacle, the barrier between him and you. His mind wouldn’t let him rest until Jack was out of the picture—forever.

As he followed Jack’s car down the quiet road, he could feel his heartbeat quickening, pulsing in his ears. Jack, once more, didn’t deserve you. He didn’t deserve to breathe the same air as you. Anakin’s blood boiled as he replayed Jack’s words in his head—the way he had spoken to you in the most controlling, cruel, disgusting way possible. He couldn’t stand it any longer. If he didn’t do something now, he’d explode.

When Jack pulled into an empty pullout far from your house, Anakin’s pulse raced from adrenaline. This was it. His moment. Now or never.

Anakin slowed his car and parked a few meters behind, eyes locked on Jack’s vehicle. His hands still shook as he opened the trunk, pulling out his baseball bat. The weight of it felt right, felt powerful. This wasn’t a game anymore—this was war. War that he promised himself to win, to never loose, because his thropy is more than anything he could have in his life. it was you Adrenaline pumping through his blood system, perfectly mixing with the uncontrollable rage he’d been bottling up for too long.

Jack was sitting in his car, lazily scrolling through his phone, completely unaware. Anakin’s stomach twisted in disgust. He didn’t care, didn’t even realize how much of a monster he was. The sight of Jack sitting there, nonchalant, as if he hadn’t just torn you apart with his words, made Anakin sick. He had to do this. He had to protect you.

Anakin approached, bat gripped tightly in his hand, tapping it lightly against the car window. The sharp sound snapped Jack’s attention.

“Get out,” Anakin hissed, his voice low and dangerous as if he was a completely diffrent person

Emotions, especially at a high intensity, impact our ability to make rational decisions - nature echoed amongst the pure hatred

“What?” Jack’s expression shifted from confusion to irritation as he slowly lowered the window.

“I said get the fuck out of the car.”

Jack sighed, clearly annoyed as he pushed open the car door, stepping out with a condescending sneer. “Listen, man, I don’t know what your prob—”

The moment Jack’s foot hit the ground, Anakin swung. The bat connected with a sickening crunch against Jack’s side, sending him sprawling to the ground with a grunt of pain. Blood sprayed from his mouth as he gasped for air, clutching his ribs. Yet, Anakin didn’t hesitate; he stepped closer, the fury burning brighter with each moment.

“You think you can treat her like that and just get away with it?” Anakin’s voice was harsh, gritted through clenched teeth as he stood over Jack, eyes wild with fury.

Jack groaned, rolling onto his back, blood dribbling from his lips."What the hell are you talking about?"

anakin's jaw clenched "pathetic excuse of a man"

Before Jack could add anything, Anakin brought the bat down hard, aiming for his head. Jack rolled out of the way just in time, the bat slamming into the dirt beside him. The impact sent a jolt through Anakin’s arms, but he didn’t stop. He swung again, but Jack was quicker this time, scrambling to his feet and grabbing hold of the bat, yanking it toward him.

For a brief moment, they struggled, locked in a vicious tug of war with the bat. Jack, stronger and bigger, managed to kick Anakin hard in the stomach, knocking the wind out of him. Anakin gasped, stumbling backward, but the rage inside him only intensified.

Jack seized the opportunity, landing a brutal punch to Anakin’s face, sending blood spraying from his nose. The taste of iron filled his mouth, but it didn’t matter. He barely felt the pain. All he could think about was Jack—the smug look on his face, the way he had spoken to you, belittled you.

Anakin roared, using the force of his rage to swing the bat hard against Jack’s face, smashing into his cheekbone with a sickening crack. Blood splattered across the side of the car as Jack crumpled to the ground, his face a mangled mess of blood and broken skin.

But Jack wasn’t done yet. He spat blood from his busted lips, managing a weak chuckle “So this is about her, huh? You’re fucking pathetic, man. You think beating me up will make her love you? You’re fucking psycho. She’ll hate you more than she ever hated me.”

Anakin’s vision blurred with anger, anger, nothing but anger, everything going red. He swung the bat again, this time aiming for Jack’s chest. Jack barely managed to roll out of the way, but not fast enough—Anakin’s bat clipped his shoulder with enough force to make the bones crack. Jack screamed, the sound piercing the night air, but Anakin didn’t care.

Jack lunged at Anakin, tackling him to the ground, fists flying. The two of them grappled in the dirt, blood mixing with sweat as they traded blows. Jack landed a solid punch to Anakin’s jaw, sending him reeling. Blood dripped from both their faces, coating their clothes in crimson colour.

"fucking--" another hit to anakin's face "psycho--" he panted, but before he could aim another hit, anakin grabbed his wrist, rolling them over

After mucch hits, anakin twisted his body, managing to grab the bat again, using it as leverage to slam Jack’s head to the ground. Blood slipped everywhere, yet it wasn't enough. With shaky legs, Anakin stood up and grabbed a handful of jack's hair only to smack his face into the side of his own car. The crack of Jack’s skull against the car's doors made Anakin feel an intense surge of power, almost a twisted satisfaction. Jack groaned, as if it was the only sound that could leave his already shattered face

yet it wasn't enough

Stalker!Nerd!Anakin who, with great care, made sure to get rid off any tools of the crime - he was awfully smart for that. It was almost weird..how a man who was his parent's contentment, now just killed a guy for a girl he was obsessed about..

Stalker!Nerd!Anakin who had a special folder for the videos from the camera on your laptop, special folder for your photos he was obsessing about even after such a long time, he still collected new things

Stalker!Nerd!Anakin who was nervous (but tried to hide it) when police found Jack's body.

Stalker!Nerd!Anakin who was for you when you grieved over the death of your toxic ex and months later, his wildest dreams came true - he was dating you. Was free to worship you, admire you.

He was addicted to you even more after the first date. Because this time, it was him who made you smile so much your cheeks hurt. It was him who made you laugh till your stomach hurt. It was the only type of pain he let himself give you

Stalker!Nerd!Anakin who felt extremely free in your presence. All his fantasies, all his dreams came true. He almost felt like on a cloud nine - so perfect, so light, so happy (despite of what he had done);

“Gonna keep teasing me like this all the time?” he asked with a lazy grin, propped up on one elbow on the bed.

“I’m not teasing you,” you replied with playfulness “Just showing off my new dress.”

The dress, a deep shade of red, highlighted your curves and drew attention to your most elegant lines. It clung to your form in all the right places, making you look absolutely stunning.

His eyes wandered over you, taking in every detail. The way the dress accentuated your body left him breathless. You were beautiful in everything you wore, but this dress—this was something extraordinary. “So, you put this on just to make me feral? Because you’re definitely succeeding.” he chuckled, leaning up on his elbow.

“I just wanted to know if you like it,” your smirk deepening as you gracefully crawled onto his lap, like a cat curling up to its favorite spot.

“Oh, I definitely like it,” his voice filled with admiration and a hint of playfulness. “But it’s not just the color that’s catching my attention.” His eyes roamed over your curves with unabashed appreciation once more.

“Oh really?” you giggled, your laughter a sweet melody that seemed to enchant him further. Your smile was radiant, and the way you looked at him made his heart swell.

“Mhm,” he responded, his own smile widening as he pulled you closer. His eyes continued their admiring journey “You’re so, so gorgeous. Did you really think I wouldn’t like it?” his fingers gently grazing the hem of your dress.

“I hoped you’d drool all over it, to be honest” your smile playful and tender as you delicately removed his glasses and put them on yourself.

Anakin’s smile grew even wider. The sight of you wearing his glasses, combined with the way you sat on his lap, made him feel like the luckiest man alive. His joy was almost overwhelming. He could barely contain his excitement. “I’d drool over you in anything, you know that,” his voice filled with adoration and a hint of humor. His heart was soaring, knowing that this perfect moment, with you, was his reality. "Even in a potato sack"

Stalker!Nerd!Anakin who had a deep need to observe you 24/7, at least in most of his free time. Because what if someone will hurt you? Or you'll hurt yourself and he'd not know, appear too late to help. So, he felt obligated to watch you

Stalker!Nerd!Anakin who stole some of your panties when you weren't looking and kept them in his apartment, not daring himself to even think about putting them into a washing machine

Stalker!Nerd!Anakin who was horribly obsessed with leaving marks all over your body;

“You’re leaving me hickeys,” you whined, glancing at the mirror to see the fresh, juicy marks on your neck to collection

“Can’t help it,” he replied with a smirk, wrapping his arms around your waist to connect his lips with your (this time) exposed shoulder, leaving a trail of kisses and gentle bites. The hickeys were more than just marks—they were declarations of his love, signs that you were his and his alone. He wanted everyone to see that you belonged to him. And if people wouldn't see your marks, he wanted to make sure you would knew who you belong to. His lips moved to your ear, whispering the phrase that made you shiver “Though I’d say my favorite is still the one on your ass.”

“You’re such an asshole,” you flushed and headed back to the bed

He chuckled, settling beside you and immediately pulling you close. His arms wrapped around your frame and he nuzzled into your neck, planting more kisses, and adding to the huge collection of hickeys. “I think you should get it tattooed,” he suggested playfully, his lips brushing against your skin

TAG LIST: @kingdomhate @divineani @haydensprettyprincess @skyguys-princess @catnipaddictt @heartscone @haydensbbg @inneedsoffanfics @jediavengers @literally-izzy @anisluvrgirl @slutforfinnickodair @xhunnybeeex @fuckmyskywalker @gallerygourmet @deceptiive @anakinskwkler @bimbo-baggins17 @cookybananas @emotionallybruisedx @diorvalentina @sevinax @throughparisallthroughrome @aniiuv @ritosparty @ninastyless

(if you want to be removed or added then don't be shy and let me know 💋)

[sevgilimsatoru]

Error 410: (Self aware!AU, Caleb Edition) Part 1

Part 2 Part 3 Part 4 Part 5 Part 6 Part 7 Part 8 Part 9 Part 10 Part 11 Part 12 Part 13 Part 14 Part 15 A/N Spin off Summary: A self aware!AU with Caleb and NonMC! reader. Tags: Caleb x reader, Caleb x NonMC! reader, Caleb x fem!reader, Stressedout!reader. Inspired by: @ittybittyfanblog Word count: 1k *"when you stare into the abyss, the abyss stares back at you"* *- Friedrich Nietzsche.*

You've heard that quote.., maybe even read it somewhere before but it didn't matter, not when your eyes were starting to ache, a slight burning sensation pulsing behind your eyelids. The only thing staring back at you were the questions in your assignment. The heels of your palm digging into your eyes, rubbing them, trying to drown out the sensation. You had work to do, upcoming tests countless assignments, projects- the dates and deadlines were already starting to blur. Maybe you should sleep. Take a little break, it wouldn't hurt to rest... The sickening feeling of guilt and shame in your gut was going to stay there- despite the efforts to try and study a little more.

It was your fault, really. You didn't do the things you should've on time, procrastinating and postponing work when you shouldn't have. Unfortunately, time never waits for anyone. A click of the power button broke the silence surrounding your room, closing your laptop. You stood up from your desk, stretching your arms over your head, the sound of bones cracking filling your ears. Slumping down on the bed felt much better- the cold sheets against your heated skin felt good, relaxing even. Your tongue darting out to lick your lips, feeling the chapped skin and the stinging sensation sparking up when the fleshy organ touched a small cut on your lip, caused by the frequent biting and pulling of the skin on your lips. A sigh left your lips, swallowing the dryness in the back of your throat. You felt thirsty, your throat felt dry.. empty but not enough to burn and that was reason enough for your mind to stop you from getting up, along with the effort it was going to take to just get yourself a glass of water. Laying against the cold sheets, your mind wandered thinking about something that might get you to sleep. Sleep was slowly becoming a foreign concept- something that happened few and far in between. Your college studies wasn't making it any better- Doing a degree in law along with criminology honors. You really were crazy to have chosen these subjects but your curiosity often went against your decisions. The need to understand and learn more about the few things that you were interested in. There was only silence surrounding you, until a small **ping!** vibrated through the room and in your ears, looking down at your phone to see a message from the game you spent so much of your time on; Love and Deep space and of course, your precious love interest, Caleb. It was almost insane how your eyes lit up when the loading screen of the game showed up. That pretty boy sitting quietly on the leather chair, asleep. A small poke on his cheek was enough for him to let out the usual autogenerated response you always heard. He was so cute, so pretty, so.. human. It was one of the reasons you liked him so much. Over every other love interest, he just felt like a person. A person you could understand- a person you could relate to. You understood why he did the things he did.

Tapping on the small chat button, Caleb was standing there- looking at you. Interacting with him was comforting in a sense. His little teasing yet sincere comments were enough to make your heart stutter. It had became routine by now, doing the daily tasks- getting gems, playing on the claw machine and the kitty cards. Yeah, maybe the kitty cards would be a good idea today. You still had one kitty card attempt left this week. Playing kitty cards with Caleb was fun to say the atleast. It was annoying how good he was at that game. You could never get three wins in a row, sometimes it made you want to punch him through the screen, affectionately of course. Just when you thought you were going to win, all it took was two cards for the whole game to be flipped in his favor. It was so frustrating. "If you keep winning, I'm not going to play with you.." You muttered to yourself, maybe you should stop talking to yourself when no one was going to reply back. "Maybe you should stop and take care of yourself if you can't even focus on the game," Caleb replied in that small text box. That was new, you hadn't seen a reply like that before.. Now that you think about it, did your MC even say anything for Caleb to reply back? Maybe you had missed it, too focused on the game, too focused on him. After miserably loosing the kitty card mini game, you decided to just chat with him by clicking on tête-à-tête. Talking about studies.. wanting to hear his comforting words but with those limited options, how could you tell about how terrible study habits, your conflicting feelings?

You felt stupid, incompetent, like a failure for not being able to complete some simple assignments but how do you tell all that to a fictional love interest in a game? It was shameful in a way, relying so much on the opinions and comforting of something that wasn't even real? It was just so weird.. how he mattered so much to you. Your thumb caressed the screen of your phone where his cheek was, as if he could feel your touch. It made a burning sensation flare up in the back your throat as the brightness of your screen burned into your retinas. Exhaustion of the day catching upto you. Your body curling up on the sheets of your bed. Yeah, maybe sleep would be better. Maybe you'd dream of him.

A/N- Hi everyone, I'm a new writer so this work might feel like really dry and dull. This is just part 1. I'm going to write more. This fic is inspired by Error 404 fanfic of @ittybittyfanblog. I hope you like it.

[meshalagna]

Astro Vedic Observations pt.3

Saturn ruled women/ Saturn Ascendant Women- Very beautiful face structure .

• Vibe: Sculpted, angular bone structure (think sharp cheekbones, defined jawline) • Takeaway: Statuesque, disciplined beauty

Leo in 12th house and Leo stellium in 12th house- may not make u as show off as other Leo stelliums or Leo natives may make u more minimalist.

• Vibe: Creative gifts kept behind the scenes • Takeaway: Quiet flair—more introspective than showy

rahu in 2nd house- esp in Taurus u like to eat different types of food may tend to like a specific cuisine that they were not born into . something unusual about there childhood or father maybe both.

Your 5th-House Ruler & Body Pleasures

The 5th house rules ......

Intelligence & Learning

Creativity & Self-Expression

Romance & Love Affairs

Children & Progeny

Past-Life Merit (Punya) & Speculative Risk-Taking

Spiritual Creativity & Mantras

Recreation, Play & Leisure

Depending on where your 5th lord is and what sign is in your 5th house you can determine these aspects in your life.

5th Lord in 1st House (Ascendant)

Self‐expression & Creativity: You wear your heart on your sleeve—your creativity is woven into your personality.

Romance & Magnetism: There’s a natural playfulness about you; you attract admirers easily.

Children & Legacy: You identify strongly with your offspring or creative “projects,” often seeing them as extensions of yourself.

5th Lord in 2nd House

Creative Speech: You may find your art or ideas expressed through writing, singing, or speaking.

Romance & Values: You seek partners who share your core values or enrich your sense of security.

Finances & Speculation: Luck can come via investment, teaching, or speculative ventures.

5th Lord in 3rd House

Creative Communication: You’re quick with witty banter, storytelling, or social‐media flair.

Courage & Initiative: Boldness in learning new skills or hobbies; you thrive on mental challenges.

Siblings & Networking: Joy often comes through partnerships with siblings or close peers.

5th Lord in 4th House

Domestic Creativity: Your home is your canvas—gardening, interior design, or cooking may be passions.

Emotional Roots: Romance is nurtured in private settings; you crave a cozy, stable love life.

Children & Heritage: Strong ties to family traditions; you honor ancestry in how you raise kids.

5th Lord in 5th House (Own House)

Pure Strength: Native place of the 5th lord—creativity, romance, and children flourish naturally.

Self-Confidence: You shine in any activity that lets you showcase your talents.

Fertility & Play: A rich imagination and abundant joy in playful pursuits.

5th Lord in 6th House

Service-oriented Creativity: You may find fulfillment teaching, healing arts, or creative therapy.

Romance & Duty: Partners might be coworkers or share your service ethos.

Health & Routine: Creative outlets tied to wellness—dance classes, dog‐walking clubs, etc.

5th Lord in 7th House

Partnerships & Play: You express your creative side most fully with a significant other or in collaborations.

Romantic Contracts: Marriage can bring children or spur creative projects.

Public Image: You present a charming, youthful persona in social settings.

5th Lord in 8th House

Transformative Creativity: Your art or romance has a deep, intense quality—think poetry born of pain.

Shared Resources: Gains (or losses) through partner’s finances, inheritance, or speculation.

Mystery & Magnetism: You attract lovers who are enigmatic or drawn to taboo subjects.

5th Lord in 9th House

Creative Vision: You channel your gifts into teaching, writing about philosophy, or world‐travel inspired art.

Romance Abroad: Partners from different cultures or faiths.

Children & Belief: You impart moral or spiritual values to your offspring.

5th Lord in 10th House

Career Creativity: Your profession may involve art, entertainment, or anything requiring imagination.

Public Recognition: You gain fame or status through your creative talents or by being a “child” of a public figure.

Romance & Ambition: You seek partners who support or boost your reputation.

5th Lord in 11th House

Social Creativity: You thrive in group projects—bands, theater troupes, online communities.

Romance & Friendship: Your lovers may start as friends or meet via networks.

Gains through Creativity: Financial rewards come from social circles or collective ventures.

5th Lord in 12th House

Hidden Talents: You may be quietly creative—writing in solitude, composing music in private.

Romantic Seclusion: Affairs might be secret or detached.

Spiritual Joy: Creative self-expression channels through dreams, mysticism, or charitable work.

[s7my]

H O W N E P T U N E C L O U D S Y O U R C L A R I T Y 🌁

neptune in astrology is tied to dreams, illusions, and blurred lines. when it aspects other planets, it can soften clarity, making things feel more emotional, idealized, or confusing. it doesn’t lie, but it makes reality feel foggy; beautiful or heartbreaking, but hard to pin down. depending on the planet, it can bring deep intuition or escapism, creativity or confusion. ☁️🌪️

☉ sun-neptune

when neptune touches your sun, your sense of identity can be unclear or hard to define. you may struggle with self-doubt, not because you lack confidence, but because you’re constantly unsure of who you really are or who you’re supposed to be. you might absorb expectations from others without realizing it, which leads to shapeshifting in different settings. it’s easy to lose yourself in roles, relationships, or goals that don’t feel solid. people might think you’re inspirational or mysterious, but internally you may feel directionless or vague. the challenge here is finding a sense of self that isn’t built on other people’s projections or unrealistic ideals.

☽ moon-neptune

this aspect often makes emotional boundaries weak. you feel everything, even things that aren’t yours. you might have grown up in an environment where emotions weren’t clearly expressed, or where confusion and avoidance were common. now, you may struggle to trust your emotional instincts because you’re used to second-guessing yourself. sometimes you cope through fantasy, detachment, or checking out emotionally. you might be drawn to art, music, or helping others, but the real work is learning what you actually feel vs what you’ve absorbed from others.

☿ mercury-neptune

communication gets tricky here. your thinking might be creative, abstract, or nonlinear, but when you try to explain it, it doesn’t always come out clearly. people might misunderstand you or say you’re being vague, even when you feel like you're being real. sometimes, you avoid conflict by being indirect, or you say what others want to hear just to keep things peaceful. at worst, this can lead to misinformation or people not trusting what you say. on the flip side, you’re great at understanding nuance and reading between the lines. just make sure you’re not filling in blanks with wishful thinking.

♀ venus-neptune

relationships can be a blind spot. you want connection, but you’re more likely to fall for potential than reality. you might ignore red flags or put people on a pedestal without realizing it, especially when you’re emotionally invested. you crave a kind of closeness that feels deep and healing, but if you're not careful, that can turn into emotional codependency or chasing unavailable people. this aspect can also affect how you handle money or aesthetics. your taste might be refined or artistic, but decision-making can be inconsistent. clarity in love and finances is something you learn over time.

♂ mars-neptune

your drive and motivation aren’t consistent. some days you’re inspired, and other days it’s hard to even get started. you might avoid confrontation, not because you’re weak, but because direct conflict feels overwhelming or pointless to you. when you do act, it’s often based on emotion or instinct more than logic. that can make you seem spontaneous or unreliable. there’s also a chance of drifting into passivity, where you wait for motivation instead of building habits. the key here is figuring out what you truly care about so your actions aren’t just reactive or based on vague desires.

♃ jupiter-neptune

you tend to have big dreams or ideals, but following through on them isn’t always consistent. optimism can tip into unrealistic thinking, especially around beliefs, future goals, or trusting people too easily. you might take spiritual or philosophical ideas too far without grounding them in everyday experience. there’s a genuine desire to grow and understand the world, but sometimes you bypass hard truths in favor of feel-good narratives. learning to question your assumptions and stay critical helps you stay grounded, especially in areas of education, spirituality, or leadership.

♄ saturn-neptune

this aspect creates a push-pull between structure and surrender. on one hand, you crave stability; on the other, you fear rigidity or being boxed in. you might set unrealistic goals for yourself, then feel crushed when they don’t go as planned. or, you avoid responsibility altogether because the pressure feels unbearable. there can be a lot of guilt or self-doubt tied to your sense of discipline, as if no matter what you do, it’s never enough. this usually shows up in career, authority issues, or how you set boundaries. the lesson is learning to work steadily without losing touch with your values or reality.

♅ uranus-neptune

you’re drawn to unconventional or progressive ideas, but your sense of what’s real and what’s visionary can blur. sometimes you take risks without fully thinking them through because you get swept up in the excitement of change or rebellion. you might idealize freedom but struggle with stability. your thinking is innovative, but not always grounded. you tend to pick up trends or insights before others do, but you also need to check whether your ideas are actually useful or just sound good in theory. balance between creativity and practicality is key.

♇ pluto-neptune

you carry deep emotional intensity, but it’s not always expressed outwardly. there’s a tendency to internalize pain, or to be drawn to experiences that feel meaningful but also emotionally heavy. you might feel like you’re constantly in the process of healing or transforming, but the lines between trauma, fantasy, and truth can get blurry. you might romanticize suffering or avoid closure because you’re addicted to emotional depth. it’s not about being dramatic–it’s about learning to release what isn’t yours to carry. emotional clarity takes time and effort, but it’s worth it.

thanks for reading! <3 @s7my

[treasure-mimic]

So, let me try and put everything together here, because I really do think it needs to be talked about.

Today, Unity announced that it intends to apply a fee to use its software. Then it got worse.

For those not in the know, Unity is the most popular free to use video game development tool, offering a basic version for individuals who want to learn how to create games or create independently alongside paid versions for corporations or people who want more features. It's decent enough at this job, has issues but for the price point I can't complain, and is the idea entry point into creating in this medium, it's a very important piece of software.

But speaking of tools, the CEO is a massive one. When he was the COO of EA, he advocated for using, what out and out sounds like emotional manipulation to coerce players into microtransactions.

"A consumer gets engaged in a property, they might spend 10, 20, 30, 50 hours on the game and then when they're deep into the game they're well invested in it. We're not gouging, but we're charging and at that point in time the commitment can be pretty high."

He also called game developers who don't discuss monetization early in the planning stages of development, quote, "fucking idiots".

So that sets the stage for what might be one of the most bald-faced greediest moves I've seen from a corporation in a minute. Most at least have the sense of self-preservation to hide it.

A few hours ago, Unity posted this announcement on the official blog.

Effective January 1, 2024, we will introduce a new Unity Runtime Fee that’s based on game installs. We will also add cloud-based asset storage, Unity DevOps tools, and AI at runtime at no extra cost to Unity subscription plans this November. We are introducing a Unity Runtime Fee that is based upon each time a qualifying game is downloaded by an end user. We chose this because each time a game is downloaded, the Unity Runtime is also installed. Also we believe that an initial install-based fee allows creators to keep the ongoing financial gains from player engagement, unlike a revenue share.

Now there are a few red flags to note in this pitch immediately.

Unity is planning on charging a fee on all games which use its engine.

This is a flat fee per number of installs.

They are using an always online runtime function to determine whether a game is downloaded.

There is just so many things wrong with this that it's hard to know where to start, not helped by this FAQ which doubled down on a lot of the major issues people had.

I guess let's start with what people noticed first. Because it's using a system baked into the software itself, Unity would not be differentiating between a "purchase" and a "download". If someone uninstalls and reinstalls a game, that's two downloads. If someone gets a new computer or a new console and downloads a game already purchased from their account, that's two download. If someone pirates the game, the studio will be asked to pay for that download.

Q: How are you going to collect installs? A: We leverage our own proprietary data model. We believe it gives an accurate determination of the number of times the runtime is distributed for a given project. Q: Is software made in unity going to be calling home to unity whenever it's ran, even for enterprice licenses? A: We use a composite model for counting runtime installs that collects data from numerous sources. The Unity Runtime Fee will use data in compliance with GDPR and CCPA. The data being requested is aggregated and is being used for billing purposes. Q: If a user reinstalls/redownloads a game / changes their hardware, will that count as multiple installs? A: Yes. The creator will need to pay for all future installs. The reason is that Unity doesn’t receive end-player information, just aggregate data. Q: What's going to stop us being charged for pirated copies of our games? A: We do already have fraud detection practices in our Ads technology which is solving a similar problem, so we will leverage that know-how as a starting point. We recognize that users will have concerns about this and we will make available a process for them to submit their concerns to our fraud compliance team.

This is potentially related to a new system that will require Unity Personal developers to go online at least once every three days.

Starting in November, Unity Personal users will get a new sign-in and online user experience. Users will need to be signed into the Hub with their Unity ID and connect to the internet to use Unity. If the internet connection is lost, users can continue using Unity for up to 3 days while offline. More details to come, when this change takes effect.

It's unclear whether this requirement will be attached to any and all Unity games, though it would explain how they're theoretically able to track "the number of installs", and why the methodology for tracking these installs is so shit, as we'll discuss later.

Unity claims that it will only leverage this fee to games which surpass a certain threshold of downloads and yearly revenue.

Only games that meet the following thresholds qualify for the Unity Runtime Fee: Unity Personal and Unity Plus: Those that have made $200,000 USD or more in the last 12 months AND have at least 200,000 lifetime game installs. Unity Pro and Unity Enterprise: Those that have made $1,000,000 USD or more in the last 12 months AND have at least 1,000,000 lifetime game installs.

They don't say how they're going to collect information on a game's revenue, likely this is just to say that they're only interested in squeezing larger products (games like Genshin Impact and Honkai: Star Rail, Fate Grand Order, Among Us, and Fall Guys) and not every 2 dollar puzzle platformer that drops on Steam. But also, these larger products have the easiest time porting off of Unity and the most incentives to, meaning realistically those heaviest impacted are going to be the ones who just barely meet this threshold, most of them indie developers.

Aggro Crab Games, one of the first to properly break this story, points out that systems like the Xbox Game Pass, which is already pretty predatory towards smaller developers, will quickly inflate their "lifetime game installs" meaning even skimming the threshold of that 200k revenue, will be asked to pay a fee per install, not a percentage on said revenue.

[IMAGE DESCRIPTION: Hey Gamers!

Today, Unity (the engine we use to make our games) announced that they'll soon be taking a fee from developers for every copy of the game installed over a certain threshold - regardless of how that copy was obtained.

Guess who has a somewhat highly anticipated game coming to Xbox Game Pass in 2024? That's right, it's us and a lot of other developers.

That means Another Crab's Treasure will be free to install for the 25 million Game Pass subscribers. If a fraction of those users download our game, Unity could take a fee that puts an enormous dent in our income and threatens the sustainability of our business.

And that's before we even think about sales on other platforms, or pirated installs of our game, or even multiple installs by the same user!!!

This decision puts us and countless other studios in a position where we might not be able to justify using Unity for our future titles. If these changes aren't rolled back, we'll be heavily considering abandoning our wealth of Unity expertise we've accumulated over the years and starting from scratch in a new engine. Which is really something we'd rather not do.

On behalf of the dev community, we're calling on Unity to reverse the latest in a string of shortsighted decisions that seem to prioritize shareholders over their product's actual users.

I fucking hate it here.

-Aggro Crab - END DESCRIPTION]

That fee, by the way, is a flat fee. Not a percentage, not a royalty. This means that any games made in Unity expecting any kind of success are heavily incentivized to cost as much as possible.

[IMAGE DESCRIPTION: A table listing the various fees by number of Installs over the Install Threshold vs. version of Unity used, ranging from $0.01 to $0.20 per install. END DESCRIPTION]

Basic elementary school math tells us that if a game comes out for $1.99, they will be paying, at maximum, 10% of their revenue to Unity, whereas jacking the price up to $59.99 lowers that percentage to something closer to 0.3%. Obviously any company, especially any company in financial desperation, which a sudden anchor on all your revenue is going to create, is going to choose the latter.

Furthermore, and following the trend of "fuck anyone who doesn't ask for money", Unity helpfully defines what an install is on their main site.

While I'm looking at this page as it exists now, it currently says

The installation and initialization of a game or app on an end user’s device as well as distribution via streaming is considered an “install.” Games or apps with substantially similar content may be counted as one project, with installs then aggregated to calculate the Unity Runtime Fee.

However, I saw a screenshot saying something different, and utilizing the Wayback Machine we can see that this phrasing was changed at some point in the few hours since this announcement went up. Instead, it reads:

The installation and initialization of a game or app on an end user’s device as well as distribution via streaming or web browser is considered an “install.” Games or apps with substantially similar content may be counted as one project, with installs then aggregated to calculate the Unity Runtime Fee.

Screenshot for posterity:

That would mean web browser games made in Unity would count towards this install threshold. You could legitimately drive the count up simply by continuously refreshing the page. The FAQ, again, doubles down.

Q: Does this affect WebGL and streamed games? A: Games on all platforms are eligible for the fee but will only incur costs if both the install and revenue thresholds are crossed. Installs - which involves initialization of the runtime on a client device - are counted on all platforms the same way (WebGL and streaming included).

And, what I personally consider to be the most suspect claim in this entire debacle, they claim that "lifetime installs" includes installs prior to this change going into effect.

Will this fee apply to games using Unity Runtime that are already on the market on January 1, 2024? Yes, the fee applies to eligible games currently in market that continue to distribute the runtime. We look at a game's lifetime installs to determine eligibility for the runtime fee. Then we bill the runtime fee based on all new installs that occur after January 1, 2024.

Again, again, doubled down in the FAQ.

Q: Are these fees going to apply to games which have been out for years already? If you met the threshold 2 years ago, you'll start owing for any installs monthly from January, no? (in theory). It says they'll use previous installs to determine threshold eligibility & then you'll start owing them for the new ones. A: Yes, assuming the game is eligible and distributing the Unity Runtime then runtime fees will apply. We look at a game's lifetime installs to determine eligibility for the runtime fee. Then we bill the runtime fee based on all new installs that occur after January 1, 2024.

That would involve billing companies for using their software before telling them of the existence of a bill. Holding their actions to a contract that they performed before the contract existed!

Okay. I think that's everything. So far.

There is one thing that I want to mention before ending this post, unfortunately it's a little conspiratorial, but it's so hard to believe that anyone genuinely thought this was a good idea that it's stuck in my brain as a significant possibility.

A few days ago it was reported that Unity's CEO sold 2,000 shares of his own company.

On September 6, 2023, John Riccitiello, President and CEO of Unity Software Inc (NYSE:U), sold 2,000 shares of the company. This move is part of a larger trend for the insider, who over the past year has sold a total of 50,610 shares and purchased none.

I would not be surprised if this decision gets reversed tomorrow, that it was literally only made for the CEO to short his own goddamn company, because I would sooner believe that this whole thing is some idiotic attempt at committing fraud than a real monetization strategy, even knowing how unfathomably greedy these people can be.

So, with all that said, what do we do now?

Well, in all likelihood you won't need to do anything. As I said, some of the biggest names in the industry would be directly affected by this change, and you can bet your bottom dollar that they're not just going to take it lying down. After all, the only way to stop a greedy CEO is with a greedier CEO, right?

(I fucking hate it here.)

And that's not mentioning the indie devs who are already talking about abandoning the engine.

[Links display tweets from the lead developer of Among Us saying it'd be less costly to hire people to move the game off of Unity and Cult of the Lamb's official twitter saying the game won't be available after January 1st in response to the news.]

That being said, I'm still shaken by all this. The fact that Unity is openly willing to go back and punish its developers for ever having used the engine in the past makes me question my relationship to it.

The news has given rise to the visibility of free, open source alternative Godot, which, if you're interested, is likely a better option than Unity at this point. Mostly, though, I just hope we can get out of this whole, fucking, environment where creatives are treated as an endless mill of free profits that's going to be continuously ratcheted up and up to drive unsustainable infinite corporate growth that our entire economy is based on for some fuckin reason.

Anyways, that's that, I find having these big posts that break everything down to be helpful.

[darklilithian]

midheaven.

─ ཐི ⋅ ♰ ⋅ ཋྀ ─

the midheaven represents one's career, legacy, and public image. it also showcases details towards our achievements, the persona we withhold, and the type of careers we often find ourselves drawn to. it's located in the tenth house cusp which highlights core themes that are related to hard work, discipline, and challenges. it is directly opposite from the imum coeli which represents how one's desires or needs appears to be within their private home and domestic life.

⁺₊ ʚ aries

native is known for their pioneering spirit within the public eye as they are a natural-born leader with a strong ambition to accomplish their goals. independence is something that comes naturally to them and they prefer to work alone on their own accord at a quick pace. they may not be receptive towards having to receive orders from others, which could cause conflict within the workforce if they work with other people. they can be competitive individuals with an intense desire to succeed and are able to adapt to their work at a resilient pace due to their strong work ethic. they are easily able to possess a natural authoritative nature that can grant them multiple opportunities to rise towards higher positions in their career and even lead one of their own. it's important that these natives take upon leadership roles that will fuel growth in their career and inspire others in some way. they are likely to thrive in a career that ignite a deep passion and encourage them to take charge as their own individual boss.

⁺₊ ʚ taurus

native is known for their hard work within the public eye as they are persistent to achieve their goals. for them, through their work to enjoy the finer things life has to offer. they are drawn towards work that inspires their creativity and fulfills their pleasure towards luxury and beauty. they are likely to have a steady, slow approach towards building a career. they are very determined to succeed but may also be susceptible towards burnout or laziness if they are not motivated. with a refined taste for aesthetics, they relish partaking in work that inspires them to use their knack of knowledge related to art and beauty where they can showcase it to others. they can create and maintain a sufficient amount of income through various creative ways, including those that does not require much effort to do so. it's important that these natives create foundations that offers them a strong, evergrowing flow of income that'll provide security in their life. they are likely to thrive in a career that offers them stability and long-term financial growth that are able to last for future generations.

⁺₊ ʚ gemini

native is known for their excelled communication within the public eye as they are very skilled at expressing their own thoughts and ideas with others. their effective social skills allows them to effortlessly network and connect with other people. they easily cultivate strong connections that can be of great benefit to them in the long run and have a quick wit that grants them the ability to solve complex problems with very unique solutions. they enjoy being mentally stimulated with work that requires them to think outside of the box and are likely to delve into a series of research that grants them more knowledge. they are quite curious and enjoy learning new things that challenges them to further expand on their own intellect. if there is too much unfocused energy, there could be a sense of indecisiveness within their career. it's important that they take any distracted energies they may withold and transfer them into productive projects that will provide them prosperity with their work. they are likely to thrive in a career that encourages them to showcase their intellective and creative ideas or concepts with other people.

⁺₊ ʚ cancer

native is known for their empathetic approach within the public eye as they are intuitive and can easily pick up on the emotions of those whom are in their environments. they are protective over the people they care about and are likely to keep their home or private life hidden from the spotlight. if underdeveloped, they can come off as overly controlling or possessive towards their loved ones. they desire emotional fulfillment within their work, which can definitely be lead as the driving force in their career. there is an emphasis on how emotions and stability is a staple piece for how they decide to show up in their work. they may have experienced hidden anxiety due to an overwhelming pressure when it comes to taking on far more than they can handle. their compassion can become their demise if there's failure to check in every now and then on their own well-being. it's important that these natives feel emotionally safe when it comes to their work. they are likely to thrive in a career where they can use their empathy and intuition to contribute to those in need.

⁺₊ ʚ leo

native is known for their confidence within the public eye as they inspire others with their work. they are deeply ambitious with a willingness to put in much work to become successful in their careers. they are clever and inventive with the way they create their work, which often captures many people's attention. they don't often shy away from challenges that are presented to them and face them instead with true courage. their commitment is one of their greatest advantages that lets them overcome hurdles, which also inspires people to do the same as well. there could be one-sided competition from competitors who are jealous towards the amount of positive attention they receive from others. too much self-indulgence could also occur if they happen to become overly obsessive with having the spotlight. it's important that these natives maintain a balance between their desire to be recognized and their desire to fully express themselves in creative ways that showcases their truest self. they are likely to thrive in a career that allows them to incorporate inventive concepts into their creative pursuits that is able to inspire the masses.

⁺₊ ʚ virgo

native is known for their diligence within the public eye as they acquire a keen attention to details that can be used to solve complex problems. they are very committed towards their work and put in a lot of effort to perfect them. they are extremely intelligent and enjoy learning new things can be applied, especially if it can help improve the lives of others. they are likely to create methodical steps that allows them to pursue their goals in an efficient way, and their practical and analytical approach allows them to maintain a steady focus on their tasks with no distraction. their hard work can lead to them mastering their career and obtaining achievements in the long term through determined efforts. perfectionism can result in over-criticism towards themselves and their work, which can deter their focus from accomplishing goals at a sufficient pace. it's important that these natives understand that perfection is not necessary when it comes their work, true authenticity is what makes art complete. they are likely to thive in a career that require them to use their logic and critical thinking to help people improve in their own lives.

⁺₊ ʚ libra

native is known for their diplomacy within the public eye as they seek to maintain fairness amongst people. they are a diplomat who likes to immerse themselves in the different viewpoints and perspectives that people have because it allows them to gain a broader comprehension of the way others think. their capacity to understand differed opinions and beliefs of others makes it easy for them to bring groups of people together, which can be a great source of healing for many. being surrounded by aesthetics that are pleasing to the eye could inspire them to delve into innovative ideas where they make art of their own. their sociable nature can come with some negative effects, potential people pleasing tendencies could result in them being taken advantage of by those with negative intentions. they need to ensure there's a steady balance between their desire to connect with others while making sure they do not fall victim. it's important that these natives utilize their natural charm and social skills to create art amongst bringing people together. they are likely to thrive in a career that encourages them to delve into the creative arts or maintain harmony amongst the collective.

⁺₊ ʚ scorpio

native is known for their transformation within the public eye as they've faced much changes that have showed drastic impacts in their career. they are a mysterious enigma who's quite secretive when it comes to discussing their private life that goes on behind the scenes. they are independent and could care less for authority or being told what to do. they're either extremely loved or hated by people, and many strong opinions can be based off of their mere existence alone. they feel most alive when they're chasing after goals that grants them some kind of profound transformation in their own life. passion runs in their veins and these individuals will stop at nothing to achieve their desires. although their intense drive can be of great benefit to them, it can also lead to excessive burnout once they finally master whatever they were chasing after to begin with. it's important that these natives partake in work that inspires them to undergo deep metamorphosis related to the complex aspects that human existence has to offer. they are likely to thrive in a career that involves death, transformation, and uncovering utmost dark hidden truths.

⁺₊ ʚ sagittarius

native is known for their expansiveness within the public eye, as they crave gaining knowledge that they are able to share with others. they are very optimistic and withold enthusiasm towards learning more about the world around them. their versatility can provide them with multiple opportunities to cultivate significant success in their career. they often seek much adventure and building connections with people from different cultures. they become dissatisfied if they are in an environment that attempts to restrict their ability to explore or learn from a fresh perspective. they are easily adaptable to situations or spaces that are new to them due to their easily acceptable nature and can meet many people they are able to become closer with over time. their versatility can lead to many triumphs in their careers, but it can also lead to having no particular aim when it comes to finding the right path to pursue. it's important that these natives acquire the wisdom that they've gained through their experiences to educate or even enlighten people who can learn from their information. they are likely to thrive in a career that grants them with the freedom to travel and expand their perspectives about the world where they could share with others and teach them.

⁺₊ ʚ capricorn

native is known for their ambition within the public eye, as they are resilient towards achieving long-term goals. logic, discipline, and structure are potent themes when it relates towards the way they decide to approach their work. their strong ethic makes them very notable individuals who are often acknowledged for their accomplishments due to their precise dedication. they undergo significant growth through their career that can drastically reflect their career status or reputation from the collective. they are competitve and are able to find much strength in powering through challenges or roadblocks they face with courage. taking on a series of different responsibilities comes to them easily because they like to feel a deep sense of responsibility when it comes to their work. although their immense drive can provide much success in their career, it can lead to much losses as well in their connections if they isolate themselves or neglect their loved ones. it's important that these natives establishes a strong sense of duty within their work and become a leader. they are likely to thrive in a career that values discipline and practicality which provides them with long-term success.

⁺₊ ʚ aquarius

native is known for their innovative nature within the public eye, as they showcase groundbreaking ideas that changes the world. they are very innovative and often create unique original ideas that challenges the status quo. the traditional path is not one that they're quite fond of, instead they aspire to create their own that truly aligns within their desires. they are good at problem-solving in a way that may require them to think outside of the box and create fresh, eccentric ideas. people usually find themselves inspired by them due to their distinctive nature when it comes to the way they show up in their work. their originality brings great benefits, but it also brings quite some challenges as well. for instance, they may not mesh well with authority due to clashes when it comes to traditions that challenges their nonconformist beliefs. it's important that these natives challenge progressive concepts that inspires the collective to think on a newfound level. they are likely to thrive in a career that supports originality and making a change or impact in the world in a significant way.

⁺₊ ʚ pisces

native is known for their creativity within the public eye, as they have quite a dreamy-like essence that can be used to tap into their work. they are very imaginative and enjoy the concept of using art to express themselves in a mystical way enchants others. they are compassionate and can be drawn towards fields where they are able to use their intuition to help others in need. they prefer to work alone and on their own time that they desire to do so. they either work at an irregular pace or if they're truly passionate, do so with more efficiency due to having more focus on their work. they are likely to undergo various shifts in their career that changes and reflects their self-growth on a deep transformative level. if they are distracted, they may have a harder time adjusting to a career that fits best for them and can spend quite some time looking for the right fit. it's important that these natives hone their intuitive skills to partake in work which uplifts and services others. they are likely to thrive in a career in which they can express their creativity and positively affect others.

[techieyan]

Hands-On Approach: Build Your Own Deep Learning Project from Scratch

When it comes to building a deep learning project, there is no better way to learn than by doing it yourself. A hands-on approach is the best way to get to grips with the concepts and learn how to apply them to real-world problems. In this article, we will discuss the steps involved in building a deep learning project from scratch, including how to select a suitable problem, gather the necessary data, choose an appropriate model, and train it.

First, it is important to choose a suitable problem for your deep learning project. This could be anything from predicting stock prices or detecting cancer in medical scans to recognizing objects in images. Once you have identified a problem, you need to gather the data needed to train your model. This could involve manually labeling images, scraping data from websites, or using publicly available datasets.

Once you have the data, you need to choose an appropriate model. There are a wide range of deep learning models, such as convolutional neural networks, recurrent neural networks, and autoencoders, to choose from. Depending on the problem, different models may be more suitable than others. It is important to understand the characteristics of the model and how it works before you choose one for your project.

The next step is to pre-process the data. This involves transforming it into a format which can be consumed by the model, such as a vectorized representation. You should also split the data into training, validation, and test sets. This allows you to measure the performance of the model on unseen data and helps reduce overfitting.

Finally, you can train the model. This involves feeding the training data to the model and adjusting its parameters until the desired accuracy is achieved. This process can take some time, depending on the complexity of the model and the amount of data.

Building a deep learning project from scratch can be a challenging but rewarding experience. It allows you to gain a deeper understanding of the concepts and techniques used in deep learning, as well as giving you the opportunity to create something unique. If you are looking for an exciting project to get stuck into, why not try building your own deep-learning project from scratch?

[loveemagicpeace]

South node & what you need to release 

South node in 1st house- you need to release a part of yourself to be fully in a relationship. You need to put more of your energy into others. Be more comfortable with others. You also need to find your true self to actually find someone who is right for you. The problem with this south node is that the person likes to be alone and feels comfortable alone, but deep down they want someone. They seek connection with the wrong people and let people into their lives who are not good for them. They need someone who will truly see them for who they are. For you to truly find your person. You have to look within yourself.

South node in 2nd house- you have to let go of control, comfort, attachment to things. You are used to stability, security, comfort, luxury, money, material things. You can hold on to the things and people you love for a long time. You may have developed a strong attachment to financial security or to defining your value through what you own or how others perceive you in a concrete way. The North Node in the 8th house pushes you toward inner transformation, trusting more in emotional depth and connections with others. You’re meant to learn to let go, trust life’s flow, and accept that true value isn’t in material wealth but in deep connections, emotional growth, and transformation. True abundance comes from inner evolution rather than just financial or physical security.

 South Node in 3rd house- you have to let go of your past life patterns (or karmic tendencies) revolve around intellect, communication, logic, and gathering information. You may have been someone who relied heavily on the mind, facts, and constant learning, but without diving deep into true wisdom. You may have a habit of gathering endless information or overthinking things, but now it’s time to focus on deeper understanding rather than just facts. The 3rd house is linked to short trips, social interactions, and mental stimulation. If you’re always engaged in small talk or minor tasks, it's time to step back and focus on the bigger picture. You may have been comfortable with familiar ideas and local surroundings, but now you’re meant to explore new cultures, philosophies, and a broader spiritual or intellectual perspective.

South Node in 4th house -you have to let go the comforts of home, the environment you are used to, and you may have to become more alienated from your mother (your mother may have had a great influence on you when you were little and on your decisions). You may have been deeply attached to your past, your family, or the need for comfort and emotional safety. You may have had a strong attachment to your family, home life, or childhood patterns. Now, you're meant to create your own path rather than staying tied to old emotional dynamics. You may have spent lifetimes focused on family duties, caretaking, or your inner emotional world. Now, it’s time to prioritize your career, ambitions, and public legacy. The 4th house is a deeply personal and emotional space. If you’ve been too focused on personal matters, you need to step up and embrace responsibility in the professional or public sphere.

South Node in 5th house- your soul has already experienced themes of creativity, romance, pleasure, and self-expression in past lives. You may have been deeply immersed in self-expression, personal projects, or artistic pursuits, but now, the lesson is to share your talents in a way that benefits the collective rather than just for personal fulfillment. You have to let go of worries related to children and focus on your joy. It's time to move away from needing intense love affairs and instead focus on deeper, long-term bonds built on friendship and shared ideals. If you’ve been used to standing out as the center of attention, the challenge is to recognize that you don’t lose yourself by being part of something bigger.

South Node in 6th house-you have to let go of worries, over-analyzing, perfectionism. Worries about health or a general preoccupation with cleanliness and minimalism. You are probably very good at organizing, planning things, and you usually want things to go according to plan. It's good to let yourself know that you're not perfect and that things don't always have to be perfect. You may have spent lifetimes being highly disciplined, responsible, and focused on efficiency. Now, it’s time to let go of the idea that your worth is tied to how much you accomplish. You may have a habit of focusing on flaws—either in yourself or others. This lifetime is about shifting from judgment to compassion and seeing the bigger picture rather than just the details. This lifetime is about shifting from rigid control and practicality to deep surrender and trust in the unknown.

South Node in 7th house- you have to let go of relationships that no longer serve you and start to find who you are without the relationships you have in your life. You may have focused a lot on relationships and spent a lot of time in relationships and are used to always having someone, but in this case, your goal is to find yourself without a partner. Not caring about the needs of others but serving yourself. It's time to release the fear of disappointing others and focus on your own desires. However, your soul's growth now comes from embracing independence and learning that solitude is where you discover your true self. The lesson here is to stop relying on others to affirm your worth.

South Node in 8th house- you are used to transformations, intense things, deep relationships. In past lives, you may have been financially, emotionally, or energetically tied to others, relying on their resources or support. Now, you are meant to build your own stability and wealth rather than depending on external sources. The 8th house deals with endings, trauma, and deep emotional experiences. You may have had past-life experiences of loss, power struggles, or intense transformations. Now, your soul craves peace, security, and steadiness, rather than dramatic ups and downs. The 8th house is connected to deep emotional bonds, sometimes to the point of obsession. You may have a history of toxic relationships, karmic entanglements, or emotional extremes, and now, you're meant to learn self-worth, self-reliance, and emotional stability.

South Node in 9th house-your soul has spent past lives (or early in this life) focused on seeking truth, higher knowledge, travel, and philosophical exploration. You may have a tendency to always look at life in a broad, philosophical way, but now, you’re meant to focus on the details and practical knowledge rather than abstract ideas. In past lives, you may have been a traveler, a scholar, or a spiritual seeker who moved from place to place in search of wisdom. Now, it's time to find meaning in your immediate surroundings, everyday conversations, and personal experiences rather than always looking outward. In past lives, you may have walked a solitary path, seeking truth in foreign lands or through intellectual pursuits. Now, you are meant to engage with your local community, form meaningful conversations, and share knowledge in a way that connects people.

South Node in 10th house- you may have built your identity around success, recognition, and achievements. Now, your path is about finding fulfillment within, rather than relying on career or public image for validation. In past lives, you may have been extremely ambitious, prioritizing work and public life over personal matters. It’s time to release the need to prove yourself through constant productivity and focus on emotional well-being instead. Now, you are meant to embrace your emotions, heal family wounds, and create a safe space for yourself. – In past lives, your soul may have prioritized external accomplishments over home and relationships. This lifetime teaches you that personal connections and emotional stability matter more than public success.

South Node in 11th house-you may have spent lifetimes being deeply involved in social causes, communities, or large networks. While this gave you a sense of belonging, you are now meant to focus on your own individuality rather than blending into a group. Now, your soul’s path is about following your heart, embracing joy, and allowing yourself to create without overanalyzing. You might have a habit of prioritizing friendships or collective goals over personal relationships. In this lifetime, you're meant to embrace romance, intimacy, and the vulnerability that comes with deep personal connections. Your challenge is to stop waiting for “someday” and allow yourself to live fully in the moment. You may feel more comfortable working behind the scenes or as part of a team. But now, you're being called to step into the spotlight, embrace your uniqueness, and let your creative energy shine.

South Node in 12th house-In past lives, you may have been a mystic, monk, or someone who lived in retreat from society. You may naturally withdraw from the world, but this life is about engaging in the physical world and being of service. Now, you're meant to ground your spiritual wisdom in daily routines and structured habits instead of floating in the abstract. The 12th house is tied to past-life karma. You may feel like you have an unseen weight on your shoulders or a subconscious sense of guilt. In this lifetime, you are not meant to sacrifice yourself but to serve others in a balanced, healthy way. You may have a habit of avoiding structure, discipline, or the details of daily life. Your soul is now learning the importance of commitment, routine, and practical efforts that lead to real-world results.

-Rebekah 🧜🏻‍♀️💗