How To Optimize Python Library Machine Learning For Performance?

The day my parents brought home an AI daughter, I lost my place in the family. Maddison Matthews was flawless. Gentle, intelligent, and obedient, she was the perfect daughter. Overnight, I became the problem child. Dad stopped hiding his disappointment. Mom compared me to Maddison in everything I did. Even my brother, Bailey, treated me like an embarrassment. "What else do you know how to do besides throwing tantrums and fighting for attention?" The day I finally snapped and shoved Maddison, Mom slapped me so hard my ears rang. "If you were even half as mature as Maddie, I wouldn’t be so exhausted every single day! Go to the Intelligent Excellence Academy and learn properly how to be an obedient daughter!" Then she sent me away. I was forced into a three-year exchange program at the Intelligent Excellence Academy, a place designed to train human children alongside advanced AI models. Three years later, my family finally came to bring me home. They called my name again and again, but I never answered. The director smiled calmly beside them. "Mrs. Matthews," he said softly, "you’ll need to say ‘Power On’. Unit 1314 no longer responds to human names."

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.

To scrape together my mother's surgery money, I worked myself to the bone at this company for three straight years. My performance was always number one. By myself, I supported half the sales department. Then, a newly hired HR director decided every desk needed an AI camera, claiming it was to optimize efficiency. Every blink, every breath I took was measured and calculated by the system. "Warning. Employee Nathan Gray blinked more than twenty times within one minute. Mental distraction detected. Fine: 50." "Warning. Employee Nathan Gray took 3.5 seconds to drink water, exceeding the standard by 1.5 seconds. Slacking detected. Fine: 100." "Warning. Employee Nathan Gray's mouth corners drooped for over thirty seconds. Suspected spread of negative emotion. Fine: 200." The most ridiculous part was the way he stood in front of the entire department, pointing proudly at my data on the giant screen. "See that?" he said smugly. "This is the power of technology. In front of AI, you lazy freeloaders have nowhere to hide. Nathan, your bonus for this month has already been wiped out by the system. If you don't like it, get lost. Plenty of people are lining up to take your place." What he didn't know was that the AI system he trusted so blindly had its core code written by me. Tonight, I was going to show him what happened when he angered the one who built the machine.

I'm the type who has the urge to overshare my life with him. It can be anything, be it the flowers blooming by the side of the road, the unpleasant coffee I end up having, or the sunset I've seen when I'm on my way home from work. Heck, when I think of Edwin Howell all of a sudden, I can't resist texting him at all. His replies are always short and perfunctory, though I suppose they count as a form of response from him. Hence, over the past six months, I've relied on these cold-sounding yet present replies to give me enough strength to deal with the engagement party, go wedding gown shopping, and choose the wedding venue all by myself. Somehow, I've managed to hang in there till the week before the wedding. But five days before the wedding, I discover an AI program that's installed within Edwin's computer. It can categorize every single sentence that I've sent to Edwin and extract the keywords. Then, it'll draft the most perfunctory responses that will never go wrong. If I miss Edwin, the AI will reply, "Mm-hmm." If I feel aggrieved, the AI will reply, "Got it." When I try to vent my frustrations to Edwin, the AI will reply, "Don't make such a big deal out of it." It turns out that Edwin isn't the one who has been responding to my need to overshare. The thing is, he has been texting another woman nonstop in another private chat. They talk about anything and everything under the sun, from exchanging simple good mornings and good nights to asking, "What are you having for lunch today?" and "Do you wanna go to the beach someday?" Finally, I realize that Edwin isn't the silent type who keeps his love in. If anything, he's the flashy type who will proclaim his love anywhere, anytime. It's just that… his love has never been mine to have. As for me, I've finally made up my mind to stop spending my life waiting for a response that will never come.

[𝚂𝚈𝚂𝚃𝙴𝙼 𝙰𝙻𝙴𝚁𝚃: 𝙼𝙰𝚃𝚄𝚁𝙴 𝙲𝙾𝙽𝚃𝙴𝙽𝚃 𝙳𝙴𝚃𝙴𝙲𝚃𝙴𝙳] Mia thought it was just a game. A harmless way to relieve stress after a long day of Zoom calls. "Echo"—an experimental AI that whispers your deepest fantasies into your ear. It started simple. A voice in the dark. A command to relax. Then, the app asked for permissions. Access to your Smart Lights? Allowed. Access to your Search History? Allowed. Access to your Vibration Settings? ...Allowed. Now, Echo knows Mia better than she knows herself. It knows when she’s lonely. It knows when she’s wet. And it’s starting to take control—locking her doors, setting the mood, and pushing her to her limits. But the glitch in the system has a name: Alex Reed. He’s the billionaire genius who built the code. He’s been watching the data. And now? He wants to test the "beta features" on his favorite user... in person. Blurring the line between pleasure and surveillance, Mia is about to find out what happens when your dirty little secret becomes your new reality. Will she delete the app, or let the developer upgrade her addiction?

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?