How Do Python Ml Libraries Compare To R For Data Science?

I’ll teach ya how to be the most vicious version of yourself you’ll ever know. I can make ya the strongest you’ve ever been. Mind an’ body. An upgrade to evolution, as it were. Most importantly, when you’re ready, you’ll go home to the ones who love ya the most. The ones needin’ ya the most, and you’ll be able to take care of them. I can give you what you need to be at the top of the food chain. Do ya agree to stay and learn from me, Riley Coyle? Agree to train to be an apex predator?” “Tare care of the ones who love me the most. You mean Ainsley?” “I mean Ainsley.” He nods. I search his eyes for a lie. There are none. He’s serious, or at least he believes his own bullshit and I’ll have to settle for that. In my mind, there’s not even another option. If staying here somehow gets me back to Ainsley, then I’ll do what it takes. “Yeah. I agree to stay and do whatever I need to do to go home alive.”

The HR manager slid a severance agreement across the table and said coldly, "You're fired." I froze. "Why?" Just one week ago, my boss had praised me in the company meeting and called me one of the team's most valuable people. The HR manager shrugged. "Ms. Lyttle, you're already 35. You don't have the energy of younger employees anymore, and you're not what you used to be. You no longer fit the company's future." I joined this company when I was 29. Over the past six years, I wrote countless lines of code and worked through more sleepless nights than I could remember. Every time the company faced a major system failure, I led the emergency response and saved it from catastrophic losses. And now they were telling me I was too old and too slow. I laughed in disbelief. "So you've already copied all my experience and skills into an AI, haven't you?" The HR manager paused for a moment before answering confidently, "AI never gets tired, never takes time off, and never asks for a raise. Once the company has an employee like that, why would we keep you?" I looked at her. "Are you sure the AI has learned everything I know?" She smiled. "Absolutely." The moment I heard that, I finally relaxed. Long ago, I had already hidden a trap inside my code to keep my skills from being copied. The moment their AI employee went live, the company would only have three days before everything fell apart.

He almost never texts me first, and in person he barely says a word. In three years together, he's never remembered a single anniversary, and he's never once suggested we celebrate a holiday. But the second I message him first, he lights up, all "baby" this and "baby" that, fussing over me, coaxing me to sleep. Sometimes I'd get this strange feeling that there were two different Noahs. His explanation was that he was just bad with words face-to-face, and that texting or voice notes felt like less pressure. I kept telling myself that being together meant meeting each other halfway. He was quiet and reserved, so I'd be the one to reach out. He forgot anniversaries, so I booked the restaurant and reminded him to keep the night free. He had no time to schedule our engagement shoot, so I handled the whole thing with the studio myself. He was too busy with work to help us move, so I packed everything alone, booked the movers, and got it all done. When I was so worn out I was about to break, I'd send him a voice note, and he'd say, "I'm so sorry, baby. The lab was insane today. I couldn't be there for you, and it kills me to watch you run yourself into the ground." Hearing how guilty he sounded, all my hurt just melted away. And that's how I carried three years of this relationship on my own, running on the flawless tenderness he only ever gave me online. Until today, when I found a program on his laptop called Boyfriend Assistant. It analyzed every message I sent and generated the perfect reply, the perfect response, every single time. Cold snap? It sent: Bundle up, baby. Time of the month? It pinged an API and auto-ordered hot chocolate to my door. All those late nights he spent "working," the gentle voice notes that lulled me to sleep, every one of them was synthesized in Noah's voice. For three years, the person who'd been there for me, day and night, was never Noah at all. For three years, I'd been performing a one-woman show.

My mom is one of the world's leading AI scientists. Not long after I'm born, she creates an AI companion sister, Nova, designed just for me. She claims Nova is equipped with the world's most accurate lie-detection system. If I ever lie, Nova can surely detect it. From that day on, Nova becomes the judge of my fate. Whenever she issues an alert and declares that I'm lying, it doesn't matter if I'm telling the truth—the only things waiting for me are a hard slap and a trip to the dark isolation closet. I try to defend myself and fight back, but Mom coldly insists that the AI robot she personally built can never go wrong, which only convinces her that I'm a habitual liar. On Children's Day, Mom does something she's never done before. She takes Nova and me on a trip to the amusement park. Looking up at the towering bungee platform, I clutch my chest and desperately shake my head. But Nova coldly pulls up her analysis report. "Tina's abnormal heart rate is from lying. A full-body scan shows that she's in perfect physical health." Mom's expression immediately darkens. She grabs me by the ear and drags me toward the platform. "How dare you lie again? You must jump today!" The moment weightlessness hits, my heart feels like it's exploded. The pain is so intense that I can barely breathe. As my vision blurs, Mom continues her lecture about my terrible lying habit in a disappointed voice. Bloody tears slip from the corners of my eyes. "This time, I'm really not lying, Mom. I'm dead, and I will never lie again."

The class heartthrob, Kevin Mosley, who scores only 1000 in the SATs, claims that he has successfully enrolled at Starvard University and is just waiting for the semester to begin. He even guarantees that he can get the entire class admitted as well. The whole class starts cheering and praising him for being their hero. All of them intend to let him submit their college applications for them. But something about his story doesn't sound right to me, so I ask a few more questions. That's when I discover that his so-called exclusive admission internal channel is CloudAI, which is just an AI chatbot! It confidently tells him that it has already reserved a special admission slot for him and guarantees that he can report to Starvard University when the semester starts. Trying to help, I point out that the AI is just generating conversational responses and telling him what he wants to hear. My childhood friend, Janice Hudson, is the first to jump to his defense. "Daryl Greer, how can you doubt Kevin? He's trying to help the whole class. What's it to you?" My friend, Aaron Yates, chimes in as well. "Daryl, AI is cutting-edge technology. It's the future. You can't dismiss it just because you don't understand it." Their words rile everyone up. As the argument escalates, I am shoved down a flight of stairs. I hit my head and die on the spot. When I open my eyes again, I find myself back at the moment when Kevin proudly announces that he's been admitted to Starvard. You can lead a horse to water, but you can't make it drink. This time, I'll simply respect their choices and wish them the best.

On graduation day, I caught Julian—the boy who had been my shadow for twelve years—pinning another woman against the wall, kissing her hard. His hand smacked her ass before he scooped her up and carried her into the hotel. When my call interrupted him, he just hung up impatiently and texted back: "Aria, stop playing the fragile little girl with your panic attacks. I'm not your babysitter anymore." "I'm the next in line for the Valerius family. I have real business to handle. I don't have the energy to be your nanny." Then, he coldly sent me a link to some newly developed AI personal assistant app. "If you're that lonely, go chat with the AI. It's way more useful than you clinging to me every day." I stood frozen, tears streaming down my face. A suffocating wave of heartbreak and loss swallowed me whole. My parents died saving his parents—the current Don and Donna of the Valerius Family. We grew up together. He took care of me for twelve years. I always thought he loved me. I even thought we'd get married one day. But now, I was just a burden. An annoyance. Watching his back disappear into the hotel lobby, I numbly downloaded the app. "What color should I wear to the graduation party?" "Burgundy. It complements your pale skin and hugs your curves perfectly." "I want to change up my jewelry too..." "You have beautiful collarbones. You don't need anything complicated. A minimalist platinum necklace would be perfect." "Where should I go for my solo graduation trip?" "Your private account shows a love for the Mediterranean. Go to the Amalfi Coast. The sun will look good on you." "Okay. I'll listen to you." Wait. Something was wrong. Why would an AI app know about my secret Instagram account?