Can Linear Algebra Svd Be Used For Recommendation Systems?

First love is the best love, and the best love is the one that lasts forever. Melora Channing thought she would never see Chance Benson again. But of all the weddings in all the towns in all the world, he decided to be one of the guests at this particular one. Was it a coincidence? After so many years, her teenage dream, her first love, was hiding in the same broom closet, talking to her like he had just seen her the day before. The notorious billionaire, the same boy who used to hang out with her brother in high school, offers her the leading part in a ‘scandalous’ public affair… to help him distract the tabloids from a damaging scandal. ‘It would be fun,’ he said. ‘Just for a few days…’ But neither Melora nor Chance expected their public affair to become so real, so passionate away from the paparazzi, behind closed doors. Or to change their lives forever.

Elena Cordova designed revolutionary algorithms for a multi-million-dollar company. The only formula she couldn't solve? Her own marriage. After seven years of being the invisible wife to a cold billionaire, Elena is finally trading in her wedding ring for her worth. Marcus Ashford married her for obligation, hid her from the world, and replaced her with a woman who played the perfect stepmother. But when he finally pushes her too far, he discovers that the brilliant, betrayed woman he dismissed has been running calculations all along. Now, Elena is back in the boardroom, her mind sharp, her fortune growing, and a handsome rival billionaire watching her every move. She wants revenge. She wants vindication. She wants her daughter back. Marcus thought she was a social climber. He thought she was docile. He thought he could replace her. He was wrong. He used her for her brilliance. Now, she'll use her brilliance to take everything back. Divorce is just the beginning of her beautiful, calculated comeback.

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.

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?

“So this was your plan all along? The gifts, the sweet notes, the rides... it was all a sick game to get me into your bed.” My voice cracked, thick with tears I refused to shed. “You didn't just break my trust, Vickerry. You let your friends film me. And now you expect me to believe you can fix this? I curse the day I ever met you!” She shattered his ego in front of the entire lecture hall. He swore to make her pay. Vickerry is a rich, scary Alpha student who terrorizes Silver Ridge University Campus. But his new psychology lecturer, Professor Samirah, is not afraid of him. When he tries to bully her by passing disrespectful sxxual remarks about her body. She fights fire with fire, becoming the first person to ever put him in his place. Stung by the humiliation, Vickerry accepts a malicious bet from his friends: get her in your bed and make her fall in love with you. But the game changes during their tense, late-night study sessions. Behind his arrogant armor, Samirah discovers he is dyslexic—and helps him conquer it. They cross the line during a passionate night together, completely unaware that a hidden camera is rolling. Now, the scandalous footage threatens to ruin Samirah’s career and dignity forever. Can Vickerry fix his mistake, or was he the bad guy all along?

In the Omegaverse, where Lunas sit at the pinnacle of the pyramid. A rare form of Omega, one that could disrupt the government and society with little to no defiance. It all begins with Maya, an Elite Prime Omega, and his fantasy of experiencing a relationship between an Enigma and a Luna. Dante, an Elite Prime Enigma, and Taiga, an Elite Prime Luna. Who breaks who? Irrespective of the results, behind it all, Maya sits, watching it unfold. Aligned Fantasy, a book about a boy named Maya and the dangerous relationship between his Enigma and Luna mates.