What Is Convex Optimization In Machine Learning?

"There's a problem with your theory," he murmurs, the touch of his fingers down my jawline, down my neck, a silent warning. I'm in the midst of a cold, calculated predator. "One side of me wants to preserve that precious innocence of yours, while the other, well, wants to absolutely destroy it." Not much is known about Alpha Ren. Simply that he lives in a small island in a big estate away from everyone. His secrets remain hidden within the shadows of his distance. He's untouchable. Homeless, Brielle stumbles upon a job at the docks. Whispers speak of better jobs upon Ren's island. And when his ship sails in, Brielle gets a chance, and takes it. Smuggling herself on, she finds herself as a servant within his endless estate, working to keep herself alive. However, as curiosity increases with the elusiveness of the Alpha, Brielle finds herself finding out Ren's terrible secret. Perhaps the Alpha everyone sees on the surface has another side to him. A side, so dangerous, there's only one person who can keep it at bay.

All I wanted was a one-night stand with a random guy, just to get back at my boyfriend, who had insulted me for never being able to feel anything with him. So, I left Brooklyn with my best friend, Ashley, to spend spring break in Cabo. The deal was simple: have fun like a normal young adult and hook up with any guy... just to prove a point. I ended up in the bed of a man with the most mesmerizing eyes I’d ever seen—a man I knew absolutely nothing about. He pleased me in ways I didn’t think were possible. Every touch, every kiss, every whispered brush of his hands against my skin ignited a hunger I never knew I had. But when I woke up the next morning, the stranger was gone. I thought it was just a forgotten one-night stand, someone I’d never see again. Until I found out he was my new statistics professor. It was supposed to be one meaningless night, but now I crave him in ways I never knew were possible. Even knowing he could be my downfall, I still want him. Still crave him. Still want him to ruin me in whatever way he desires.

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.

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 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.