#core python course
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caddeskindia · 2 years ago
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Core Python course in Jaipur
Python is an interpreted, object-oriented, high-level programming language with dynamic semantics. It is widely used for web development, system scripting, and software development. Python supports easy syntax which helps the developers to write the program in very few lines.
Learn Core Python Course in Jaipur India by Industry experts. Enroll for Core Python Programming Software at CAD Desk India. Find Core Python Programming training institutes near me and get Core Python Programming ✓Course fees ✓Class timings and ✓ Certification at CAD DESK
CAD DESK offers the best classroom training in India that helps the learner to get in-depth knowledge of various tools and libraries available in the AutoCAD software.
Python follows the interpreter system which enables it to execute the code as soon as it is written, which ultimately provides quick prototyping. Python is compatible with majorly all platforms like Windows, Linux, UNIX, and Mac, etc. It has a variety of built-in functions available which helps in creating the codes for the program very easily. CAD DESK has various courses in the field of IT, CAD, CAM & CAE and they always prioritize giving the best quality training to students. Moreover, while taking the coaching classes for Python, students are encouraged to do Internships.
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education43 · 7 months ago
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What Are the Qualifications for a Data Scientist?
In today's data-driven world, the role of a data scientist has become one of the most coveted career paths. With businesses relying on data for decision-making, understanding customer behavior, and improving products, the demand for skilled professionals who can analyze, interpret, and extract value from data is at an all-time high. If you're wondering what qualifications are needed to become a successful data scientist, how DataCouncil can help you get there, and why a data science course in Pune is a great option, this blog has the answers.
The Key Qualifications for a Data Scientist
To succeed as a data scientist, a mix of technical skills, education, and hands-on experience is essential. Here are the core qualifications required:
1. Educational Background
A strong foundation in mathematics, statistics, or computer science is typically expected. Most data scientists hold at least a bachelor’s degree in one of these fields, with many pursuing higher education such as a master's or a Ph.D. A data science course in Pune with DataCouncil can bridge this gap, offering the academic and practical knowledge required for a strong start in the industry.
2. Proficiency in Programming Languages
Programming is at the heart of data science. You need to be comfortable with languages like Python, R, and SQL, which are widely used for data analysis, machine learning, and database management. A comprehensive data science course in Pune will teach these programming skills from scratch, ensuring you become proficient in coding for data science tasks.
3. Understanding of Machine Learning
Data scientists must have a solid grasp of machine learning techniques and algorithms such as regression, clustering, and decision trees. By enrolling in a DataCouncil course, you'll learn how to implement machine learning models to analyze data and make predictions, an essential qualification for landing a data science job.
4. Data Wrangling Skills
Raw data is often messy and unstructured, and a good data scientist needs to be adept at cleaning and processing data before it can be analyzed. DataCouncil's data science course in Pune includes practical training in tools like Pandas and Numpy for effective data wrangling, helping you develop a strong skill set in this critical area.
5. Statistical Knowledge
Statistical analysis forms the backbone of data science. Knowledge of probability, hypothesis testing, and statistical modeling allows data scientists to draw meaningful insights from data. A structured data science course in Pune offers the theoretical and practical aspects of statistics required to excel.
6. Communication and Data Visualization Skills
Being able to explain your findings in a clear and concise manner is crucial. Data scientists often need to communicate with non-technical stakeholders, making tools like Tableau, Power BI, and Matplotlib essential for creating insightful visualizations. DataCouncil’s data science course in Pune includes modules on data visualization, which can help you present data in a way that’s easy to understand.
7. Domain Knowledge
Apart from technical skills, understanding the industry you work in is a major asset. Whether it’s healthcare, finance, or e-commerce, knowing how data applies within your industry will set you apart from the competition. DataCouncil's data science course in Pune is designed to offer case studies from multiple industries, helping students gain domain-specific insights.
Why Choose DataCouncil for a Data Science Course in Pune?
If you're looking to build a successful career as a data scientist, enrolling in a data science course in Pune with DataCouncil can be your first step toward reaching your goals. Here’s why DataCouncil is the ideal choice:
Comprehensive Curriculum: The course covers everything from the basics of data science to advanced machine learning techniques.
Hands-On Projects: You'll work on real-world projects that mimic the challenges faced by data scientists in various industries.
Experienced Faculty: Learn from industry professionals who have years of experience in data science and analytics.
100% Placement Support: DataCouncil provides job assistance to help you land a data science job in Pune or anywhere else, making it a great investment in your future.
Flexible Learning Options: With both weekday and weekend batches, DataCouncil ensures that you can learn at your own pace without compromising your current commitments.
Conclusion
Becoming a data scientist requires a combination of technical expertise, analytical skills, and industry knowledge. By enrolling in a data science course in Pune with DataCouncil, you can gain all the qualifications you need to thrive in this exciting field. Whether you're a fresher looking to start your career or a professional wanting to upskill, this course will equip you with the knowledge, skills, and practical experience to succeed as a data scientist.
Explore DataCouncil’s offerings today and take the first step toward unlocking a rewarding career in data science! Looking for the best data science course in Pune? DataCouncil offers comprehensive data science classes in Pune, designed to equip you with the skills to excel in this booming field. Our data science course in Pune covers everything from data analysis to machine learning, with competitive data science course fees in Pune. We provide job-oriented programs, making us the best institute for data science in Pune with placement support. Explore online data science training in Pune and take your career to new heights!
#In today's data-driven world#the role of a data scientist has become one of the most coveted career paths. With businesses relying on data for decision-making#understanding customer behavior#and improving products#the demand for skilled professionals who can analyze#interpret#and extract value from data is at an all-time high. If you're wondering what qualifications are needed to become a successful data scientis#how DataCouncil can help you get there#and why a data science course in Pune is a great option#this blog has the answers.#The Key Qualifications for a Data Scientist#To succeed as a data scientist#a mix of technical skills#education#and hands-on experience is essential. Here are the core qualifications required:#1. Educational Background#A strong foundation in mathematics#statistics#or computer science is typically expected. Most data scientists hold at least a bachelor’s degree in one of these fields#with many pursuing higher education such as a master's or a Ph.D. A data science course in Pune with DataCouncil can bridge this gap#offering the academic and practical knowledge required for a strong start in the industry.#2. Proficiency in Programming Languages#Programming is at the heart of data science. You need to be comfortable with languages like Python#R#and SQL#which are widely used for data analysis#machine learning#and database management. A comprehensive data science course in Pune will teach these programming skills from scratch#ensuring you become proficient in coding for data science tasks.#3. Understanding of Machine Learning
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lit-lakshyainstitute · 2 months ago
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sunbeaminfo · 3 months ago
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Elevate your IT expertise with Sunbeam Institute's comprehensive modular courses in Pune. Designed for both budding professionals and seasoned experts, our programs offer in-depth knowledge and practical skills to excel in today's dynamic tech industry.
Course Offerings:
Advance Java with Spring Hibernate
Duration: 90 hours
Overview: Master advanced Java programming and integrate with Spring and Hibernate frameworks for robust enterprise applications.
Python Development
Duration: 40 hours
Overview: Gain proficiency in Python programming, covering fundamental to advanced topics for versatile application development.
Data Structures and Algorithms
Duration: 60 hours
Overview: Understand and implement essential data structures and algorithms to optimize problem-solving skills.
DevOps
Duration: 80 hours
Overview: Learn the principles and tools of DevOps to streamline software development and deployment processes.
Machine Learning
Duration: 40 hours
Overview: Delve into machine learning concepts and applications, preparing you for the evolving AI landscape.
Why Choose Sunbeam Institute?
Experienced Faculty: Learn from industry experts with extensive teaching and real-world experience.
Hands-on Training: Engage in practical sessions and projects to apply theoretical knowledge effectively.
State-of-the-Art Infrastructure: Benefit from modern labs and resources that foster an optimal learning environment.
Placement Assistance: Leverage our strong industry connections to secure promising career opportunities.
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dreamdolldeveloper · 1 year ago
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back to basics
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mostly free resources to help you learn the basics that i've gathered for myself so far that i think are cool
everyday
gcfglobal - about the internet, online safety and for kids, life skills like applying for jobs, career planning, resume writing, online learning, today's skills like 3d printing, photoshop, smartphone basics, microsoft office apps, and mac friendly. they have core skills like reading, math, science, language learning - some topics are sparse so hopefully they keep adding things on. great site to start off on learning.
handsonbanking - learn about finances. after highschool, credit, banking, investing, money management, debt, goal setting, loans, cars, small businesses, military, insurance, retirement, etc.
bbc - learning for all ages. primary to adult. arts, history, science, math, reading, english, french, all the way to functional and vocational skills for adults as well, great site!
education.ket - workplace essential skills
general education
mathsgenie - GCSE revision, grade 1-9, math stages 1-14, provides more resources! completely free.
khan academy - pre-k to college, life skills, test prep (sats, mcat, etc), get ready courses, AP, partner courses like NASA, etc. so much more!
aleks - k-12 + higher ed learning program. adapts to each student.
biology4kids - learn biology
cosmos4kids - learn astronomy basics
chem4kids - learn chemistry
physics4kids - learn physics
numbernut - math basics (arithmetic, fractions and decimals, roots and exponents, prealgebra)
education.ket - primary to adult. includes highschool equivalent test prep, the core skills. they have a free resource library and they sell workbooks. they have one on work-life essentials (high demand career sectors + soft skills)
youtube channels
the organic chemistry tutor
khanacademy
crashcourse
tabletclassmath
2minmaths
kevinmathscience
professor leonard
greenemath
mathantics
3blue1brown
literacy
readworks - reading comprehension, build background knowledge, grow your vocabulary, strengthen strategic reading
chompchomp - grammar knowledge
tutors
not the "free resource" part of this post but sometimes we forget we can be tutored especially as an adult. just because we don't have formal education does not mean we can't get 1:1 teaching! please do you research and don't be afraid to try out different tutors. and remember you're not dumb just because someone's teaching style doesn't match up with your learning style.
cambridge coaching - medical school, mba and business, law school, graduate, college academics, high school and college process, middle school and high school admissions
preply - language tutoring. affordable!
revolutionprep - math, science, english, history, computer science (ap, html/css, java, python c++), foreign languages (german, korean, french, italian, spanish, japanese, chinese, esl)
varsity tutors - k-5 subjects, ap, test prep, languages, math, science & engineering, coding, homeschool, college essays, essay editing, etc
chegg - biology, business, engineering/computer science, math, homework help, textbook support, rent and buying books
learn to be - k-12 subjects
for languages
lingq - app. created by steve kaufmann, a polygot (fluent in 20+ languages) an amazing language learning platform that compiles content in 20+ languages like podcasts, graded readers, story times, vlogs, radio, books, the feature to put in your own books! immersion, comprehensible input.
flexiclasses - option to study abroad, resources to learn, mandarin, cantonese, japanese, vietnamese, korean, italian, russian, taiwanese hokkien, shanghainese.
fluentin3months - bootcamp, consultation available, languages: spanish, french, korean, german, chinese, japanese, russian, italian.
fluenz - spanish immersion both online and in person - intensive.
pimsleur - not tutoring** online learning using apps and their method. up to 50 languages, free trial available.
incase time has passed since i last posted this, check on the original post (not the reblogs) to see if i updated link or added new resources. i think i want to add laguage resources at some point too but until then, happy learning!!
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lunarw0rks · 2 years ago
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which one of the boys fits this scenario?
play fighting but things get kinda heated so now they’re fucking you from behind while having you in a headlock 😭🥹
a/n: hm... my mind immediately went to gaz ;) anon u have a big brain, this awakened something... though I only see this happening if you two were in some kind of relationship other than platonic.
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☾𓂃❛🍰❜┊ training in progress
warning(s): explicit content (18+), established relationship, p^rn w/ little plot, p in v sex, primal play??, size kink if you squint, breath play, degradation + praise, unsafe sex, fem!reader, no use of y/n
word count: 900 ♡ masterlist // requests // ask box
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bf!gaz who always took his time with you, but wasn't afraid to give newer, more rash things a try. he thought about it before, though it seemed he was waiting for you to pitch the idea first. or more so... an opportunity.
bf!gaz who for once, wasn't thinking of those desires tonight. the two of you were "sparring" on the living room floor. well, more like; kyle pinning you with ease, taunting you, and then giving you seconds to flee.
bf!gaz who gave you a few seconds to crawl away and attempt to restrict his arms in any way. you kicked your legs into his toned abdomen, earning merely a grunt that only plunged him closer. ❝no, you don't!❞ gaz grunted, giving your legs a whack while twisting your torso; forcing you onto your stomach.
bf!gaz who snaked an arm around you, your neck pinned by the strength of his arm; a successful headlock. he had just now figured out he had his golden opportunity. what could you do, besides voice an actual refusal? which of course, hadn't happened yet. kyle grimaced to himself, other hand slithering down your stomach, soon finding the inside of your panties.
bf!gaz who both degraded and praised you for being aroused, ❝so fuckin' wet for me, good girl.❞ all he had done was wrestle with you and you had soaked your panties. perhaps it was all the grunting, the taunting, or how your legs found their way around his waist after each relentless pin he had you in. in other words, twenty minutes of pent-up sexual tension, disguised by a playful sparring session.
bf!gaz who wasted no time practically yanking your bottoms off you, all while your back has been against his chest, a helpless squirm to get out of the hold — yet no refusing the idea of him fucking you like this. his clothed erection, pressing against your rear, it only remained clothed for seconds, before kyle sprung it from his boxers.
bf!gaz who gave you no time to adjust to him, because he knew you would be good for him. his cock, dripping with pre-cum — guided with force into you slick core, before he began to thrust like it was the last time he'd ever be inside you. ❝such a slag, i bet you're enjoyin' this, aren't you?❞
bf!gaz who couldn't accept moans or whines as an answer. at least not tonight. the headlock you were in tightened, until you could barely suck in oxygen, ❝asked you a question.❞ he hissed into your ear, thrusting even rougher, as if to enhance his taunts.
bf!gaz who loosened his grip once he heard your attempt at a formal answer, smirking at every stammer in your sentence. though, despite you doing so well, this headlock was too enhancing to remove you from. kyle's full length, bottomed out inside you with each rut into your cunt, rasps growing in frequency and volume.
bf!gaz who was using his strength to his advantage, using you as if you were his own personal toy tonight — to be manipulated into whatever position he desired until he finished. ❝don't whine, you asked for this. christ... can't believe this is all mine.❞ his forearm dug into your neck again, like a python had slithered around your throat. he was close, seconds from spilling his seed inside you.
bf!gaz whose groans were insignificant compared to the sounds of skin slapping echoing through the living room, combined with your incoherent babbling and gasps for air.
bf!gaz who knew he would cum in seconds, using his pressing weight to pin you against the floor, head raised from the hold. ❝gonna cum inside this cunt, make it mine, hm?❞ you were seeing ebony spots, but so deep in pleasure that it didn't matter. if anything, the constriction was only tightening the sensation of his pounding thrusts.
bf!gaz who came so hard he had to slow down, muscles tensing to the max — probably the last squeeze you could handle without passing out. his thrusts halted as he spurted his seed deep inside you, draining every last drop, a drawn-out curse right into your ear as his climax concluded.
bf!gaz who pulled out of you to watch the semen drip out of your cunt, down your legs, and some on the hardwood. you were out of the headlock, catching the breath you had lost while on your hands and knees. the act dropped when he asked if you were alright, earning a nod of approval from your fucked-out self — all you could muster. unlike earlier, a silent answer was more than acceptable.
... bf!gaz who wasn't done yet. he stroked himself for a few moments, then guided his cock into you again, re-inserting all the evidence of his last climax right back into you. it was near overstimulation, being rutted into all over again.
bf!gaz who went gradually this time; moderately paced thrusts into your cunt during the second round, holding your waist tenderly. this time no restriction on your airflow or your replies to his traunts and praises.
bf!gaz who kissed your clothed shoulder blades, sinking into the fabric of your shirt to hold his pace accountable. kyle felt the pool of wetness forming around his length — some slick from before, some from now, and some lubricant being his own seed. each agonizing thrust met with a wettened squelch from your soaked and core.
bf!gaz who knew you must be filled to the brim by now, literally and figuratively, but needed to cum again. this time, with less brute force. ❝so fuckin' good, sweetheart,❞ his methodical rutting continued, enough to make your eyes half-lidded. kyle's rhetocial question, answered by himself, and only himself; ❝should i make you cum this time? i think you've earned it.❞
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ayeforscotland · 1 year ago
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Ad | Humble Bundle April 2024
Hi folks, here's a few bundles that some of you might be interested in this month.
For the inspiring programmers - the Code like a Pro bundle supports Girls Who Code.
If you lean more towards 3D modelling and design then Blender Core Skills bundle has loads of resources on Mesh modelling, rigging, shading and lighting. It also raises money for One Tree Planted.
I know a bunch of you love a good TTRPG, there's a solid Pathfinder Second Edition - Guns of Alkenstar Bundle available. A portion of the money goes towards Endometriosis UK - a charity very close to my heart.
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finniestoncrane · 1 year ago
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Punishment/Reward
Arkham!Riddler x Fem!Reader, word count: 550 oh some absolute sweetheart requested this on ao3 and i couldn't help myself because i have been giddy over him again 💚 request info • prompt list • send me a request • kofi • masterlist minors DNI!! 🔞 cw: fingering, cockwarming, teasing, orgasm denial, reader has a pussy but no gendered language is used
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Eddie’s hand reached up to you, curling around your throat and tensing, python like in the confident, predatory grasp he held you in. 
“There were set stipulations to this agreement, and I am being very considerate in giving you a warning, first.”
You struggled briefly, trying to choke your words out, instead opting for a silent nod in understanding. There had been a formal discussion, with Eddie laying out his rules in advance of submitting to your will, and you had graciously accepted them. They had been reasonable, after all, you mused, as you played it over in your mind.
“If you want to be filled, I can satiate that desire. But you won’t move. You won’t speak. And you won’t be a hindrance to my concentration. Deal?”
Ever cock-hungry, only where Eddie was concerned, you had nodded so hard and enthusiastically your head had begun to hurt, only stopping when he had lifted your chin in his gloved hand and looked into your eyes with a confidence that always stirred both terror and arousal deep within your core.
“Very good.”
And now, here you were, breaking that rule already. So desperate, your body aching with an intensity and desire so strong you’d forgotten where you were, and who you were disobeying, and had begun to roll your hips a little as you sat on his lap. Of course, this disobedience would not go unnoticed, certainly not by Eddie. Despite the fact his cock throbbed inside of you, twitching with every slight stroke of it against your insides, he wouldn’t, or couldn’t, let you bend the rules. Every misdemeanour deserved punishment, even to his own pleasure’s detriment. 
“Now, if you’re going to misbehave, I will have to make you atone for it.”
He bucked his hips up once, thrusting himself up to the hilt, holding you down, one hand on your throat, one hand on your thigh. 
“Do. Not. Move.”
The hand on your thigh moved to your front to play with you, teasing you, taunting you cruelly as he growled in your ear. Rough fingers skirting over sensitive, tingling skin while you tensed your body in a desperate attempt to remain as still as possible.
“My, my. What a mess you’re making.”
He removed his hand from you and held it in front of your face, prying his finger and thumb apart and bringing them together again, displaying strands of your arousal as they stretched between his digits. You didn’t need the example, you were more than aware of how wet you were, dripping onto his cock as it pulsed, still, steady, hard, within you. 
His fingers moved to your mouth, pushing down on your bottom lip and placing his fingers on your tongue, letting you taste yourself. You choked back a soft gasp, imagining that any sound would count as “against the rules”, but he quickly pulled the digits out and cooed softly into your ear. 
“Oh, now… I’m not completely without empathy. If it helps, you may make some noise. I will admit to finding your pathetic mewling somewhat of a stroke to my ego.”
You whined, almost on command, a strangled sound that vibrated through you. It didn’t make it any easier however, but you knew neither of you could last much longer. Or at least, you hoped.
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mentalknot · 5 months ago
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What do you mean by “I could see the graph?”
I mean the above statement quite literally, and strongly believe it’s a quirk many neurodivergent individuals share.
The phenomenon is best described using an analogy to the social “intuition” neurotypical people feel when meeting someone, that 6th-sense that says “this person is good/bad/going through something.” It’s a type of intuition I will never understand, yet I find the idea of it beautiful.
My original model for the graph was built around motivation to model “language,” specifically any phrases (in the highest level of abstraction, genuinely anything you want a “phrase” to be) organized on the relation of “meaning.” Specifically, we say a phrase has “meaning” if we can describe that phrase in terms of another distinct phrase. Otherwise, we say the phrase is “meaningless,” which is somewhat of a phrase itself…
Now, it’s probably quite obvious why I keep this initial motivation hushed; I sound crazy, especially given the deviation from many syntactic models of language used for years. I have no intention to continue with that motivation. However, the abstraction I’d developed made sense to me, and eventually I realized that the best way to model such a relationship was with a rooted graph.
This is where the “intuition” part comes in, like an animation in my mind, I could build the thing up, remove edges, alter the recursive step, anything; it was my personal playground of abstraction.
I worked for weeks to truly understand and describe the structure I’d thought up. I ran to friends and advisors attempting to draw it and saying
“please tell me if I’m crazy so I can direct attention to my work.”
However, even with how admittedly scattered my initial explanation was at first, they didn’t discourage me; it was terrifying. I refused to believe that I’d truly thought of a novel graph purely in my head. But I fell in my core that this could be constructed.
And then, I wrote an algorithm in my Python, which I’ve now brought into more formal mathematical language, and it looked exactly how I’d imagined.
I have a million different questions about the basic graph theoretic properties of this object, captivated by the structure alone, although finding a “use” for this graph could be nice as well I suppose…
In summary, I did “see” the graph, my brain tends towards mathematical patterns way many tend toward social intuition. I find extreme abstraction quite comforting, and truly believe I’m not unique in this way.
I love math because it finally gives me language to explain my mind, but I was also lucky to have the right mentors. Many neurodivergent people believe they’ll fail at math because they are introduced to the field through pure computation, which feels unnatural to us.
I dream of a world where someone can develop an early course in mathematics for neurodivergent teens, so we can grow up loving the unique nature of our brains instead of constantly questioning our sanity.
Thank you for reading this long brain-dump, and enjoy a few variations of the graph :)
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jbfly46 · 3 months ago
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Your All-in-One AI Web Agent: Save $200+ a Month, Unleash Limitless Possibilities!
Imagine having an AI agent that costs you nothing monthly, runs directly on your computer, and is unrestricted in its capabilities. OpenAI Operator charges up to $200/month for limited API calls and restricts access to many tasks like visiting thousands of websites. With DeepSeek-R1 and Browser-Use, you:
• Save money while keeping everything local and private.
• Automate visiting 100,000+ websites, gathering data, filling forms, and navigating like a human.
• Gain total freedom to explore, scrape, and interact with the web like never before.
You may have heard about Operator from Open AI that runs on their computer in some cloud with you passing on private information to their AI to so anything useful. AND you pay for the gift . It is not paranoid to not want you passwords and logins and personal details to be shared. OpenAI of course charges a substantial amount of money for something that will limit exactly what sites you can visit, like YouTube for example. With this method you will start telling an AI exactly what you want it to do, in plain language, and watching it navigate the web, gather information, and make decisions—all without writing a single line of code.
In this guide, we’ll show you how to build an AI agent that performs tasks like scraping news, analyzing social media mentions, and making predictions using DeepSeek-R1 and Browser-Use, but instead of writing a Python script, you’ll interact with the AI directly using prompts.
These instructions are in constant revisions as DeepSeek R1 is days old. Browser Use has been a standard for quite a while. This method can be for people who are new to AI and programming. It may seem technical at first, but by the end of this guide, you’ll feel confident using your AI agent to perform a variety of tasks, all by talking to it. how, if you look at these instructions and it seems to overwhelming, wait, we will have a single download app soon. It is in testing now.
This is version 3.0 of these instructions January 26th, 2025.
This guide will walk you through setting up DeepSeek-R1 8B (4-bit) and Browser-Use Web UI, ensuring even the most novice users succeed.
What You’ll Achieve
By following this guide, you’ll:
1. Set up DeepSeek-R1, a reasoning AI that works privately on your computer.
2. Configure Browser-Use Web UI, a tool to automate web scraping, form-filling, and real-time interaction.
3. Create an AI agent capable of finding stock news, gathering Reddit mentions, and predicting stock trends—all while operating without cloud restrictions.
A Deep Dive At ReadMultiplex.com Soon
We will have a deep dive into how you can use this platform for very advanced AI use cases that few have thought of let alone seen before. Join us at ReadMultiplex.com and become a member that not only sees the future earlier but also with particle and pragmatic ways to profit from the future.
System Requirements
Hardware
• RAM: 8 GB minimum (16 GB recommended).
• Processor: Quad-core (Intel i5/AMD Ryzen 5 or higher).
• Storage: 5 GB free space.
• Graphics: GPU optional for faster processing.
Software
• Operating System: macOS, Windows 10+, or Linux.
• Python: Version 3.8 or higher.
• Git: Installed.
Step 1: Get Your Tools Ready
We’ll need Python, Git, and a terminal/command prompt to proceed. Follow these instructions carefully.
Install Python
1. Check Python Installation:
• Open your terminal/command prompt and type:
python3 --version
• If Python is installed, you’ll see a version like:
Python 3.9.7
2. If Python Is Not Installed:
• Download Python from python.org.
• During installation, ensure you check “Add Python to PATH” on Windows.
3. Verify Installation:
python3 --version
Install Git
1. Check Git Installation:
• Run:
git --version
• If installed, you’ll see:
git version 2.34.1
2. If Git Is Not Installed:
• Windows: Download Git from git-scm.com and follow the instructions.
• Mac/Linux: Install via terminal:
sudo apt install git -y # For Ubuntu/Debian
brew install git # For macOS
Step 2: Download and Build llama.cpp
We’ll use llama.cpp to run the DeepSeek-R1 model locally.
1. Open your terminal/command prompt.
2. Navigate to a clear location for your project files:
mkdir ~/AI_Project
cd ~/AI_Project
3. Clone the llama.cpp repository:
git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
4. Build the project:
• Mac/Linux:
make
• Windows:
• Install a C++ compiler (e.g., MSVC or MinGW).
• Run:
mkdir build
cd build
cmake ..
cmake --build . --config Release
Step 3: Download DeepSeek-R1 8B 4-bit Model
1. Visit the DeepSeek-R1 8B Model Page on Hugging Face.
2. Download the 4-bit quantized model file:
• Example: DeepSeek-R1-Distill-Qwen-8B-Q4_K_M.gguf.
3. Move the model to your llama.cpp folder:
mv ~/Downloads/DeepSeek-R1-Distill-Qwen-8B-Q4_K_M.gguf ~/AI_Project/llama.cpp
Step 4: Start DeepSeek-R1
1. Navigate to your llama.cpp folder:
cd ~/AI_Project/llama.cpp
2. Run the model with a sample prompt:
./main -m DeepSeek-R1-Distill-Qwen-8B-Q4_K_M.gguf -p "What is the capital of France?"
3. Expected Output:
The capital of France is Paris.
Step 5: Set Up Browser-Use Web UI
1. Go back to your project folder:
cd ~/AI_Project
2. Clone the Browser-Use repository:
git clone https://github.com/browser-use/browser-use.git
cd browser-use
3. Create a virtual environment:
python3 -m venv env
4. Activate the virtual environment:
• Mac/Linux:
source env/bin/activate
• Windows:
env\Scripts\activate
5. Install dependencies:
pip install -r requirements.txt
6. Start the Web UI:
python examples/gradio_demo.py
7. Open the local URL in your browser:
http://127.0.0.1:7860
Step 6: Configure the Web UI for DeepSeek-R1
1. Go to the Settings panel in the Web UI.
2. Specify the DeepSeek model path:
~/AI_Project/llama.cpp/DeepSeek-R1-Distill-Qwen-8B-Q4_K_M.gguf
3. Adjust Timeout Settings:
• Increase the timeout to 120 seconds for larger models.
4. Enable Memory-Saving Mode if your system has less than 16 GB of RAM.
Step 7: Run an Example Task
Let’s create an agent that:
1. Searches for Tesla stock news.
2. Gathers Reddit mentions.
3. Predicts the stock trend.
Example Prompt:
Search for "Tesla stock news" on Google News and summarize the top 3 headlines. Then, check Reddit for the latest mentions of "Tesla stock" and predict whether the stock will rise based on the news and discussions.
--
Congratulations! You’ve built a powerful, private AI agent capable of automating the web and reasoning in real time. Unlike costly, restricted tools like OpenAI Operator, you’ve spent nothing beyond your time. Unleash your AI agent on tasks that were once impossible and imagine the possibilities for personal projects, research, and business. You’re not limited anymore. You own the web—your AI agent just unlocked it! 🚀
Stay tuned fora FREE simple to use single app that will do this all and more.
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mojop24 · 6 months ago
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Why Learning Python is the Perfect First Step in Coding
Learning Python is an ideal way to dive into programming. Its simplicity and versatility make it the perfect language for beginners, whether you're looking to develop basic skills or eventually dive into fields like data analysis, web development, or machine learning.
Start by focusing on the fundamentals: learn about variables, data types, conditionals, and loops. These core concepts are the building blocks of programming, and Python’s clear syntax makes them easier to grasp. Interactive platforms like Codecademy, Khan Academy, and freeCodeCamp offer structured, step-by-step lessons that are perfect for beginners, so start there.
Once you’ve got a handle on the basics, apply what you’ve learned by building small projects. For example, try coding a simple calculator, a basic guessing game, or even a text-based story generator. These small projects will help you understand how programming concepts work together, giving you confidence and helping you identify areas where you might need a bit more practice.
When you're ready to move beyond the basics, Python offers many powerful libraries that open up new possibilities. Dive into pandas for data analysis, matplotlib for data visualization, or even Django if you want to explore web development. Each library offers a set of tools that helps you do more complex tasks, and learning them will expand your coding skillset significantly.
Keep practicing, and don't hesitate to look at code written by others to see how they approach problems. Coding is a journey, and with every line you write, you’re gaining valuable skills that will pay off in future projects.
FREE Python and R Programming Course on Data Science, Machine Learning, Data Analysis, and Data Visualization
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txttletale · 2 years ago
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what's up with not for broadcast? i've had it in my wishlist for a while just from the basic premise of the game seeming interesting.
first of all, its political satire is somehow both heavy handed and bafflingly confused. like the plot of the game is that Evil Socialists take over by Doing Populism (scary!) and then do Evil Socialism by taking away rich people's money and doing 1984 to everybody. and idk this could just be standard anticommunism and it'd be annoying but not confusing. but the game is also like--like, it makes a point of how the Evil Socialist Government gets sanctioned by the rest of the world causing economic crisis, and how the main anti-government rebel is a self-centred paranoid far-right podcaster clearly based off alex jones, and how the rich people were all nasty iditos who didn't deserve their money. which like. i don't know. what's the game trying to say, then?
the only possible takeaway i can take from how these two factions are presented is like 'wealth inequality and capitalism is bad but it would also be bad to do anything about it'. the only character who is presented as even remotly sympathetic is the news reader who is decidedly apolitical and only cares about Getting To Read The News With Journalistic Objectivity. so many weird and confusing and self-defeating political assumptions baked into this game.
secondly, the humour misses the mark because it just can't fucking stop. like the joke will reach its punchline but because there needs to be a set amount of footage for the core gameplay loop to work jokes just get pushed wayyy past the point of the punchline. and not in an artful way like tim robinson or aunty donna just in a very tedious way where even quite funny jokes become absolutely fucking obnoxious the more they go on for. this is subjective of course but at some point watching C-tier monty python skits stretched out to three times their natural length just became so grating.
finally, the gameplay is so close to being good but losers confidence in its main gameplay mechanic at the last moment. like most of it is deciding when to cut between several different camera feeds, like, yknow, potentially making people look bad or good, undermining or reinforcing propaganda, etc. and this is a really good core mechanic that's really good and satisfying to play with! but unfortunately they keep interrupting it with stupid gimmicks like wiggling a line about to make it match anotehr line (the TV signal is out of tune or whatever) which instead of feeling like you're making meaningful choices about the titular broadcast just feel like pointless busywork. all these little distractions really really ruined the gameplay aspect of this for me which otherwise was extremely good and intersesting.
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lit-lakshyainstitute · 4 months ago
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Top bca,bsc,data science colleges bhubaneswar
Lakshya Institute of Technology, Bhubaneswar offers excellent placement support in leading IT companies for BCA, BSc ITM, BSc CS and BSc Data Science.
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tk-duveraun · 6 months ago
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16/? Luo Binghe is SO NORMAL about Shen Yuan
7, 8, 9, 10, 11, 12, 13, 14, 15, 16 (here), 17
Read up through even numbered parts on Ao3
Zero out of ten, Luo Binghe would not recommend being punted into the Endless Abyss. Worse, he was due for another dose of the antidote. So he had to survive the Endless Abyss, collect the sword Xin Mo and kill Linguang-jun while dying of poison. Yay.
While reading IRS, he'd never questioned how Shen Yuan knew that Luo Baixiao's sword was called Xin Mo. Sword names were a thing; it was just part of the genre. Of course the main character knew the name of an important sword. But actually living in the world, that knowledge had more significance.
Shen Yuan had a deep wealth of knowledge of demons, their customs and their artifacts, so why did he think Luo Binghe needed Xin Mo specifically to kill Linguang-jun?
"This Venerable One can provide enlightenment," Meng Mo interrupted.
"As if I'd trust anything you had to say. I'm useless to your master now." Luo Binghe snapped back. It wasn't as if he could do anything else, stuck as he was at the bottom of the crater made by his own impact with the ground with a broken spine.
"That obsession of yours was correct; you have the blood of the Heavenly Demons. Never let it be said that this Venerable One is foolish enough to work against fated royalty."
Luo Binghe considered his words. In light of everything else, the Heavenly bit of his demonic reveal hadn't seemed particularly important. The only known Heavenly Demon in IRS was Zhuzhi-lang, a recent addition at the time of his death. Zhuzhi-lang was the general of the former demonic emperor: Tianlang-jun, who had been suppressed by an alliance of the righteous sects in general and the Xuan Su Sword in particular.
Whatever particular strength or power Heavenly Demons had was glossed over in favor of the fact that, as half snake-demon, Zhuzhi-land had two dicks. That said, for having reached terminal velocity before making impact, Luo Binghe was startlingly alive and cognizant.
"Enlighten me, then."
"The Mobei clan possess the ability to open portals between spatial locations, not unlike the Black Moon Rhinoceros-Python. Xin Mo can do the same, if the legends are true," Meng Mo said. "But given that you survived the merging of your spiritual and demonic cores, it's likely unnecessary as more than a tool to escape this place."
Feelings was slowly returning to Luo Binghe's body. While it was all pain, it was still feeling. If nothing else, the regenerative traits of a Heavenly Demon were certainly strong.
"So you've jumped ship onto Team Luo. Why should I trust you won't betray me in turn?"
Meng Mo didn't answer for long enough that Luo Binghe was able to wiggle his fingers. They didn't feel broken, but his torso had taken the lion's share of the damage when he slammed back-first into the rock. Luo Binghe was tentatively flexing his ankles when he finally got a response.
"Ever since this Venerable One ascended from his flesh-"
"You're anchored in me anyway," Luo Binghe accused. "And you're just now taking my side?"
"Watch your tone, brat. This Venerable One is the only reason you surivived failing your task and missing a dosage of the antidote."
"Get ready to do it again, Old Man," Luo Binghe thought, baring his teeth.
"Unnecessary. Heavenly Demons are immune to almost all poisons. Clearly Linguang-jun failed to assess your bloodline before poisoning you. Or he assumed you would die when the seal broke, though the latter is short-sighted considering the value of your body as a panacea."
"How reassuring," Luo Binghe replied. It was getting hard to think; his ribs were piecing themselves together, the shards jerking sharply out of his organs and back into place.
"Your first lesson as a Heavenly Demon approaches, brat," Meng Mo replied.
Before he had time to ask for elaboration, Luo Binghe heard steps on the broken rock. He couldn't turn his head. He couldn't move more than making a fist, but the steps came closer and with it the feel of assessing, predatory eyes. The next thing he knew, the pain in his ribs was eclipsed by a vicious bite taken from the meat of his thigh.
Luo Binghe couldn't manage more than a pained gasp, his body still too broken to react.
"Good, it has your blood in its body. Feel it. Reach for the you outside your flesh. Tear it apart from the inside with your blood parasites."
Meng Mo made it sound so simple, but at the same time the words sounded like vague, New Age claptrap. However, he didn't have a choice; the creature's muzzle was back, licking at his leg and pushing the torn fabric of his trousers out of the way of his flesh.
Luo Binghe made an attempt to feel outside of himself despite the pain, but even when he could grasp the blood parasites, he didn't know how to control them. After several false starts, he succeeded by visualizing old children's videos depicting how vaccines worked. He spread his awareness through the creature like an innoculation and then reversed his intent, tearing it apart on the celluar level.
The beast collapsed on top of his open wound, but a success was a success.
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educationmore · 2 days ago
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Python for Beginners: Launch Your Tech Career with Coding Skills
Are you ready to launch your tech career but don’t know where to start? Learning Python is one of the best ways to break into the world of technology—even if you have zero coding experience.
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Python Modules Explained - Different Types and Functions - Python Tutorial
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innerpalaces · 9 months ago
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THE PRINCESS WEI YANG - 186 PART 1
CHAPTER 186: Empress of Yuexi
Princess Lin'an waved her hand, and her entourage came up to arrange a screen, blocking the view of the madams and ladies. Then the guards came up, holding a stick weighing thirty kilograms in their hands. They held Jiang Nan down without mercy. His back was hit hard, and after only a few blows, his clothes were torn, and blood immediately flowed out.
Only now did everyone's expressions improve. Jiang Nan's existence was a disgusting thing to them. Now that they saw him being humiliated, they couldn't help but look relieved.
Of course Princess Lin'an was not behind the screen. She just turned her face away and couldn't bear to watch. She already hated Li Wei Yang to the core.
Li Wei Yang listened to the heavy falling of the stick and the muffled sound of the man behind the screen. She smiled slightly, waved to Zhao Yue on the side, and whispered a few words. Zhao Yue understood, and immediately walked over to say a few words to Guo Cheng. Guo Cheng suddenly called: "Wait!"
Everyone looked at him with some confusion.
Guo Cheng said calmly: "I heard that the people in Princess Lin'an's Mansion have always been very gentle. How about letting my Guo family carry out the punishment."
Princess Lin'an's expression suddenly changed. "Guo Cheng, don't go too far!"
Guo Cheng looked at Prince Yongwen with a faint smile on his face. Prince Yongwen glanced at Princess Lin'an angrily and said coldly: "Just follow what Young Master Guo said."
Li Wei Yang showed a cold smile. In the palace, there was a name for this stick called the Tinker Staff, and not everyone could be its executor. The executor practiced this technique by wrapped a stone in clothes. After the beating, the clothes are not damaged at all, but the stone inside was broken into pieces. Similarly, when used on a person, this kind of beating didn't look very harsh, but the results were all internal injuries. There is another technique that is completely opposite and even the method of practicing is different. Just as before, an object is wrapped in clothes, but inside the clothes is a pile of tofu. After the beating, the clothes will be in tatters, but the tofu will be undamaged. Compared with the previous technique, the second technique looks more bloody and brutal, but it does not damage the muscles or bones. Wei Yang had lived in the palace for so long, how could she not know the secrets of it? Princess Lin'an is just acting!
Guo Cheng replaced Princess Lin'an's guards with guards of the Guo family who proceeded to beat him fiercly. Not long after, Jiang Nan was sweating heavily, his face was like ashen, his back was soaked with cold sweat, and he almost bit off his tongue in pain. Guo Cheng signaled and someone stepped forward and blocked his mouth to prevent him from making any sound, so as not to scare the ladies behind the screen.
Yuan Lie held his tea cup and watched quietly, his expression as usual.
Prince Yongwen looked at him with a smile and said softly: "Grand Prince Xu is really good. I never realized you were such a powerful character."
At first, it was thought that he was indifferent to fame and wealth and did not like competing, so he did not participate in most of the power struggles. Who would have thought that he would be so scheming as to collude with the Guo family and blatantly force him.
Yuan Lie just smiled and said softly: "I can't understand what the Crown Prince said."
The Crown Prince sneered and said: "If you really send that python over and severely impeach Princess Lin'an, my father will be sympathetic to the Guo family. Even if there is no real evidence, the Emperor will definitely be furious. Then with the Chen family adding fuel to the fire, even if Empress mother wants to protect my imperial sister, she may not be able to do so."
Yuan Lie's narrow eyes sparkled, his smile was profound, and he whispered: "The Crown Prince is worrying too much, I am just asking for justice for Miss Guo." In fact, if he really sent the python into the palace, the Emperor would severely punish Princess Lin'an. But things would be very tense; Empress Pei would definitely take action against Li Wei Yang in advance, and the Guo family will officially be in a feud with the Pei family... It is not the right time!
After hearing the words, the Crown Prince lowered his head and thought for a moment. The coldness on his face suddenly disappeared, and his tone became gentle: "I didn't know you were interested in these things before. Your father is my uncle, and we are also one family. Why do you want to muddy the waters?"
Yuan Lie smiled nonchalantly and said: "I just said that it was to uphold justice for Miss Guo. If Princess Lin'an hadn't been at fault first, why would things be like this——"
Stubborn! Prince Yongwen was annoyed, but his face became more and more calm.
On the other side, Jiang Nan had already been beaten sixty times. The Guo family guards had already received Guo Cheng's signal. One person pressed his head, two people pressed his hands, and two people pressed their feet. They raised a heavy stick as wide as a palm and fiercely slammed it down. Crack! Crack! Crack! Crack! They were all ruthless, practically beating him to death. Jiang Nan originally clenched his teeth and held on, but gradually he couldn't bear it anymore and was trembling with pain. After all, he came from a noble family, and although he had been injured on the battlefield, it was not such a humiliating punishment. Those contemptuous glances can drive a man with strong self-esteem crazy. Yes, he gave up his self-esteem to become the princess's male concubine, but he thought this was the limit. But he didn't expect that Li Wei Yang could come up with something even more humiliating.
One strike after another, and then with a snap, the stick was broken. Jiang Nan groaned and fainted. At this moment, Princess Lin'an could no longer care about anything and rushed over, blocking him with her body, and said angrily: "I'm here, who dares to do anything more!"
Yuan Lie looked at her with a half-smile. "Is the princess questioning the Crown Prince's decision?"
Princess Lin'an looked angry and said: "Prince Xu, I have no enmity with you, why are you helping the Guo family to humiliate me!"
The Crown Prince coughed slightly and said: "Lin'an, please stand aside. I have already said a hundred times, and it is useless for you to interfere."
Princess Lin'an's eyes turned red with anger: "No! I will never let you hurt him again!"
Li Wei Yang behind the screen laughed. Is Princess Lin'an crazy? She really wants to do such a shameful thing in public? Or is Jiang Nan's charm that great?
Yuan Lie smiled coldly and said: "I advise the princess to sit down and stop doing unnecessary things."
Lin'an's eyes were full of hatred, as if she wanted to rush forward and slap Yuan Lie: "Let me ask you, when did he become a thorn in your side? Do you have to get rid of him quickly? If a man dares to act, why should he hide his head and show his tail? You clearly want to kill him!"
Yuan Lie looked at her indifferently, with a flash of autumn water in his eyes. His tone was lazy and careless, but the content was as cold as iron, with a powerful and murderous aura: "It's not me who wants to kill him, it's him who is seeking his own death!"
Princess Lin'an was stunned. She didn't know that her actions of trying to hurt Li Wei Yang was the biggest reason why Yuan Lie refused to let Jiang Nan go no matter what. Anyone who hurts her must pay the price!
Yuan Lie's countenance and eyes were both cold, and his whole body was filled with frost. At this moment, there was no trace of laziness or laxity in his eyes anymore. Instead, there was a ruthless and sharp look as if a long sword was unsheathed, like an autumn wind sweeping through fallen leaves: "Princess, if you continue to obstruct the punishment, don't blame me for being rude."
Princess Lin'an became angry and said: "How dare you! How dare you talk to me like this!" She waved her hand, and the secret guards who had been waiting beside her immediately rushed forward, with murderous intent like a thunderbolt. Suddenly, one of the two black-clothed guards beside Yuan Lie jumped up. No one could see clearly how he moved, but the silver light in the guard's hand flew out with a clang and a knife stabbed directly into the ground beside Princess Lin'an. There was a buzzing sound in the air, and Princess Lin'an was so horrified that her whole face turned pale.
Prince Yongwen looked at him coldly and said nothing, obviously wanting to probe the other party. Princess Lin'an finally reacted, suddenly becoming furious and yelled: "You still haven't taken him down!"
The secret guards originally hidden in the garden rose up, eight of them. They flew through the air like a gust of wind, pressuring people to the point where they couldn't even lift their heads to look. Unexpectedly, Yuan Lie smiled coldly, and the other four guards around him leapt up, and within a few seconds, were entangled with the eight people and landed six or seven feet away. Everyone thought they were going to see a fight, but they didn't expect that there was no so-called struggle at all. In just a moment, the heads of Princess Lin'an's eight secret guards had already rolled to the ground!
Princess Lin'an was horrified. These eight secret guards were carefully trained by Empress Pei and given to her specially. They had never met an opponent they couldn't beat before, but today they were killed one by one before they even got close to Yuan Lie. It was simply unacceptable!
All the guests were so horrified that they did not dare to move. They could never imagine that Princess Lin'an was so domineering that she dared to attack Grand Prince Xu at the banquet. However, Grand Prince Xu had no intention of giving in at all. What is going on today, are these imperial family members crazy?
The other ladies all glanced at Guo Jia, looking her up and down. They didn't understand where Guo Jia's charm came from, which could actually make Grand Prince Xu be so bewitched and desperately seek justice for her.
The bloody scene made the men feel sick. However, Yuan Lie was calm and he said indifferently: "Princess Lin'an, there are assassins among your minions. I just got rid of them for you. You don't need to thank me."
Princess Lin'an stretched out a hand and pointed at Yuan Lie, but was so angry that she couldn't say a word. On her beautiful forehead, veins kept popping out. She was obviously extremely angry: "You...you..." She shook and almost fell to the ground. The maid on the side quickly supported her, preventing her from making a fool of herself in front of everyone. However, Princess Lin'an had caused far too much embarrassment today, and everyone simply watched a good show.
Prince Yongwen is another protagonist in this scene, but he is obviously much calmer and smarter than Princess Lin'an. He just watched quietly from beginning to end, as if he didn't care, and said with a smile : "Excellent skills. There is such a talent in Prince Xu's palace. I'm really impressed."
Li Wei Yang behind the screen was also very surprised. It turned out that Yuan Lie had already prepared to deal with those secret guards, but how did he do it... She didn't know that since Yuan Lie discovered the special nature of the secret guards, he had already secretly cultivated another group of forces, and they tried their best to overwhelm the secret guards in all aspects.
"The Crown Prince is too kind." Yuan Lie smiled as usual: "Although the Yuexi secret guards have been trained since childhood and are first-class masters, but that doesn't mean there may not be anyone in the world who can replace them. They must know that with a heavy incentive, there will always be talented men, don't they?"
Prince Yongwen's face turned cold for a moment. He turned his eyes and looked at the four guards, but all four of them lowered their heads and one could not even see their expressions clearly. Yongwen didn't believe that anyone in this world could surpass the secret guard, but this happened right in front of his eyes, so he couldn't help but believe it. If the secret guard had killed Grand Prince Xu with one strike just now, he could blame everything on Lin'an. After all, everyone saw that it was Princess Lin'an who issued the killing order out of anger. But she failed! If Grand Prince Xu makes trouble with the Emperor, they will have nothing to gain. He smiled and said: "Grand Prince Xu is right. There are actually assassins planted around the princess. These people are all worthy of death."
"Imperial brother!" Lin'an was so angry that she stopped addressing him as Crown Prince and called him directly.
"Shut up!" Prince Yongwen came down coldly, with a cold light in his eyes and a stern look, as if he was aloof, "This matter ends here."
Princess Lin'an still wanted to pester him, but Prince Yongwen stepped forward, gave her a slap in the face, and scolded her in a low voice: "You will lose the imperial family's face, why don't you keep your mouth shut!"
Lin'an had never been treated like this before, and she stood stunned on the spot.
Everyone frowned. This scene was really ugly. What Princess Lin'an did today cast a heavy shadow on the glory of Empress Pei and Prince Yongwen, and completely disgraced the imperial family. No wonder the always calm Crown Prince would give her a slap.
Yongwen turned around and said: "My sister was rude and should be taught a lesson, but there is no need for outsiders to intervene. So please, Prince Xu and Madam Guo, for my sake, leave dealing with her to me."
Yuan Lie looked in the direction of the screen. Madam Guo had already walked out after hearing the sound. She glanced coldly at Princess Lin'an's swollen left cheek, and then glanced at Jiang Nan whose breathing was strained. She sneered and said: " Our Guo family has always been reasonable, and since His Highness the Crown Prince has interceded, we can pretend that this incident never happened!" After saying that, she turned back and said, "Jia'er, we should return."
Li Wei Yang walked out from behind the screen. She didn't even look at Princess Lin'an, who was extremely embarrassed and angry, smiled and said to Madam Guo: "Yes."
Madam Guo took the initiative to hold Li Wei Yang and walked out without looking back. Although Li Wei Yang walked very smoothly, Yuan Lie still noticed something was wrong. His eyes moved to Li Wei Yang's ankles, showing a thoughtful expression... Then he stood up and said: "Your Highness the Crown Prince , I'll take my leave now."
Prince Yongwen smiled and said, "Okay, I'll walk you out personally." After saying that, the two of them smiled and walked out side by side like good brothers.
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