An Introduction To Statistical Learning Novels & Stories

Six years of marriage. All passion at night, but never tenderness in the daylight. Amelia Sinclair loved Christopher Zephyr deeply, and she swallowed the bitterness as if it were sweet. Her own daughter wasn't allowed to call him father, yet the son of his first love sat on his lap, learning to say the word "dad". The entire family treated that adopted boy as a precious heir, while her own flesh and blood was treated like a shameful stain. It wasn't until Amelia and her daughter paid with their lives—until Christopher signed the cremation papers with his own hand and then took the boy to attend his first love's welcome banquet—that Amelia finally understood. Love couldn't win love. A heartless man had no heart to give. When Amelia was reborn, she swore she would never again cling to that cold and humiliating marriage. In her past life, she had foolishly given up her studies, content to be a housewife and devote herself to her family. In this one, she submitted the divorce papers without hesitation, took her daughter far from the mire, and rebuilt her career until she stood at the top again. In the first week after Amelia left, Christopher dismissed it as one of her tantrums. By the first month, he brushed it off completely. It didn't matter to him what she did, so it was fine to let her go. Later on, he saw her again, standing tall among the industry's elite! Amelia was focused only on her career, and her daughter was focused only on finding herself a new father. And Christopher finally realized that they really didn't want him anymore. The man lost all reason. The one who had always been cold, proud, untouchable, suddenly threw away his dignity. He blocked the mother and daughter pair in full view of everyone, his voice breaking as he pleaded, "Honey, I'll kneel here if I have to. Please... just love me one more time."

The night before high school graduation, Ethan Luciano pulled me into his bedroom. His hands were rough, his touch demanding, yet my heart overflowed with a decade's worth of unspoken longing. I'd loved Ethan for ten years, and finally, it seemed my silent wishes had come true. Afterwards, as we lay tangled in his sheets, he whispered that he'd marry me after graduation. Once he took over the Luciano family's empire from his father, he'd make me the most cherished woman in the family. I believed him. The next morning, I sat curled up against his bare chest as he casually told my foster brother, Lucas, about us. My cheeks were flushed, and my heart raced, still clinging to the sweetness of the night before. However, then their conversation shifted into Italian. Lucas smirked, leaning back against the doorframe. "Not bad, Young Boss. Your first time, and the school's 'it girl' just threw herself at you. So, how's my little sister taste?" Ethan gave a lazy chuckle. "Looks like an angel, but a freak in the sheets. Who would’ve thought?" The room erupted in low, conspiratorial laughter. Lucas raised a brow. "So, should I call her my little sister or my future sister-in-law?" Ethan’s tone darkened, his arm tightening around my waist for a moment. Then he let out a sigh. "She’s nothing. Just practice," he said, his voice dropping to a whisper. "I’m trying to hook up with the cheer captain, Sylvia Dawson, but I don’t want her thinking I’m clueless in bed. Cynthia Saville’s just a warm-up." He paused. "But don’t tell Sylvia. I don’t need her getting all emotional." They didn't know that I’d spent months secretly learning Italian, preparing for the life I thought I’d share with Ethan. I didn't say a word. Later that day, I quietly withdrew my early decision application to Caltech and applied to MIT instead.

During the two months that I was away for a competition, my neighbors insulted me in the neighborhood’s common group chat. [The girl living on the ninth floor, you look like a decent girl. Why are you bringing so many men back home every day?] [Can you moan a little softer? I don’t care if you’re a sex worker, but if you keep making loud noises until midnight, don’t blame me for calling the police!] [Don’t call the police yet. I haven’t had my turn. How much are you charging, Charlene?] My heart sank. Before I left for my competition, I had asked my boyfriend, Jacob Smith, to take care of my luxury river-view apartment. That way, he could keep an eye on my expensive paintings. What was happening? I rushed home in confusion, but when I opened the door, I was further dumbfounded. My 3,000-square-foot apartment had been partitioned into 30 rooms. Meanwhile, Jacob’s childhood friend, Prissy Black, was holding a string of keys as she collected rent money. When they saw me, everyone started laughing. “What? Are you here to rent from Prissy after learning that she’s providing cheap rooms in such a pristine location? “Too bad everyone knows that you’re eyeing her boyfriend. You won’t be able to benefit from doing such a thing!” I was extremely furious as I approached Jacob to talk about it. However, he told me that it was Prissy’s dream to be a landlady. He asked me not to pay it any mind and to treat it as doing a good deed. “You’re rich anyway. Don’t be so calculative. Everyone’s happy now, so what’s wrong with that?” The keys tinkled in Prissy’s hand as if they were taunting me. “This house doesn’t welcome stray animals like you. You have yourself to blame for not having such a nice boyfriend.” The two of them acted all lovey-dovey in front of me, and I immediately called the police. “Someone’s trespassing on my property, and my painting that’s worth 15 million dollars has gone missing. What type of punishment would this entail?”

My name is Daniella Limebear. In my past life, my long-lost younger sister, Heidi Limebear, returns home. On her very first day back, I hear the faint whispers of her heart: "At the riverside, I saw the other kids learning to swim with their dads… I wish I could join them." The next day, I drive Heidi to the clearest stretch of river in the countryside. I teach her to float and paddle, guiding her hands with mine. Without warning, she lets out a scream and disappears beneath the water. I plunge into the river, fighting against the current to reach her. Suddenly, she clutches my arm and pulls me under. With the last of my strength, I push her toward the shore. Water fills my lungs, and darkness swallows me. Amid the piercing wail of the ambulance siren, Heidi curls into our mother's arms, tears streaking her cheeks. Mom slaps me across the face. In Dad's eyes, there is only utter disappointment. "Heidi has already endured so much while she was gone for ten years! I can't believe you would try to drown her the moment she comes home!" he snaps. I stand frozen, unable to defend myself. Shortly after the incident, a group of troublemakers just outside the school gates corners Heidi. Once again, I "hear" her cries of despair echoing in my mind: "He said if I don't meet him tonight, he'll set our home on fire! Daniella, please save me! You're the only one who can." The moment I arrive at the scene, I'm immediately surrounded by a group of thugs. With cruel, mocking smiles, they close in from all sides. "Don't blame us. Your precious younger sister paid us five thousand dollars to kill you." "She claimed that once you're out of the picture, the billion‑dollar inheritance goes straight to her." Just as I begin to suffocate, I notice Heidi standing not far away. Her face remains perfectly calm and composed. When I open my eyes again, I realize I've returned to the day she was found and brought home. Once more, her inner voice echoes in my ears: "I really want to swim… I wish Daniella would take me."

After my family joined hands to send me to prison for three years, I start learning how to behave myself. I do whatever everyone else tells me to do. The day I'm released from prison, my wife, Regina Johnson, sits in the car and says coldly, "If you ever lay those hands of yours on Ty again, I'll…" Before she can say anything else, I jump out of the car, pick up a brick from the side of the road, and smash my hand into a pulp with it. Regina stares at the bone sticking out and goes pale. When we get back home, Tyler Lowe, my adopted younger brother, ambushes me in the bathroom and scoffs. "So what if you're the biological son of the Lowe family? I can just as easily have you kicked out of the family!" Then, he uses a blade to make a small cut on one of his fingers before crying out in alarm, "If you really hate me, Cal, I'll leave right away! Please don't kill me!" Regina and my older sister, Calista Lowe, enter just in time to witness his display. Shaking with anger, they stomp on my wound with their high heels. "You haven't changed one bit! If anything happens to Ty, I'll make you pay for it with your life!" I nod obediently and march straight to the kitchen, where I jump into the massive meat grinder before turning it on. The blood and bits of flesh spray all over Mom and Dad, who end up walking in right then. Mom lets out a shrill shriek before fainting, while Dad forces himself to remain composed as he turns off the power. At this point, even Regina, my sharp-tongued wife, can't find the words to say anything. She stands frozen, her body trembling. When we're inside the ambulance, Tyler clings to Regina, quivering as he says, "This has nothing to do with me! He jumped into the machine himself. You have to believe me!" It's almost impossible for me to stay conscious through the unbearable pain, but I muster the strength to nod along with him. After failing to win over my family, I'd spent three years in prison. Later on, the system told me that if I showed absolute obedience until the day I died, I would receive massive financial compensation and be transported back to my original world.