bias-variance trade-off

Nicholas Lowe is abandoned by his girlfriend for dressing plainly and looked down upon by everyone around him. However, his true identity is far beyond what any of them could ever aspire to reach.

Victoria Wintour, pillar of Maison Levaux, saves the top design company from brink of disaster while 8-month pregnant. However, upon giving birth and returning to office, her new boss Holly terminates her for absent without leave while her protege Rachel claims to be the one who saved the company. In order to keep the rest of the pregnant staff on payroll, Victoria voluntarily leaves with little severance pay. Vincent Chevalier, her childhood sweetheart and rival of Maison Levaux, finds Victoria and offers her a second chance. Will Victoria thrive again to the top?

Justin Stockwell is paralyzed in a car accident caused by his brother Dustin's betrayal, becoming bitter and violent. Dawn Whiting becomes his caregiver for the high salary to pay her child's medical bills, enduring his abuse. Justin realizes Dawn resembles a woman from a one-night stand years ago and discovers she had a son, Taylor. To confirm if Taylor is his child, he goes to a club and shockingly finds Dustin there—his betrayer brother is now Dawn's fiance. Learning Dawn is indeed his past lover, Justin plots to claim both her and the child.

Lia kept her identity a secret in order to marry the CEO of Bough Holdings, Sam Bough. However, not only was she humiliated, she had to become a walking bloodbank for Mandy Moore. This devastated her and decided to divorce Sam and reclaim her lost identity. So. this began Sam's arduous journey of winning Lia back.

In her previous life, as Carol lay on her deathbed, she realized that her husband, Mathew, and her son, Sam, did not truly love her. This awakening granted her a second chance, and she was reborn seven years after marrying Mathew. In this new life, Carol chose to support Mathew and his beloved, Yuna, while also committing herself to the career she had forsaken in her past.

Famous dancer Tessa Jorrel time travels to the 1980s, becoming a pregnant woman despised by all. The original Tessa of the 80s had tricked Colonel Shaun Lorne into marriage. After Tessa's arrival in this new time and body, she gradually wins over her sisters-in-law with modern cooking and sincere kindness, entertains the military compound with storytelling skills, impresses her mother-in-law with dancing skills, and outsmarts Yelena Vance's schemes. Shaun, cold and disciplined in public but gentle at home, falls for Tessa. Before she realizes it, Tessa is completely in love with him.

When Evelyn was five, her mother died tragically, leaving her alone in a distant village. Many years passed, and now she finds herself back in the city, poised to marry Athoria's wealthiest man, Graham Britton, as a replacement for another. While Graham is rumored to have a cold-blooded nature and fiery temper, Evelyn is taken aback by the handsome figure he cuts as she stands before him. When Graham assumes Evelyn is playing hard to get, she swiftly proves him wrong, and when he belittles her as just a village girl, she reveals herself as a skilled practitioner of medicine, design, piano, and technology. It's only then that Graham realizes he's married a true gem.

Will encountered a car accident three years ago and was saved by Nelson. Grateful for the life-saving kindness, he signed a three-year contract to lead Glory Group to become Novaterra's top automotive company. At the end of the three-year term, he resisted bullying from Nelson's daughter, Chloe, and joined FarSight Group. He helped FarSight Group's chairman, Shane, secure a hundred billion order and thwarted Chloe's revenge plans multiple times, ensuring she faced the consequences she deserved.

Dean Zela was forced by his daughter and son-in-law into a nursing home, only to realize it was nothing more than a prison for the elderly—once inside, there was no escape. Crushed by despair, he withered away and died. But to his surprise, God granted him a second chance at life. This time, Dean swore to cast out his daughter and son-in-law's family and reclaim everything that had once been stolen from him!

After being taken back from the orphanage, Yvette Jones longed for familial love, but due to her parents' and siblings' bias and prejudice, she was neglected and isolated at home, leading to a stomach illness. Her foster sister Sienna replaced her medication with vitamins, causing Yvette's condition to deteriorate into stomach cancer, while the family believed Sienna and thought Yvette was pretending to have a terminal illness just to gain sympathy. Ultimately, Yvette was framed by Sienna, kicked out of the house, and brutally killed. In her last moments, she met Jared, the only person who extended a helping hand to her in this life. In her second life, Yvette quickly severed ties with her family and focused on herself. To repay Jared for his help in her previous life, Yvette utilized her advantages from her previous life and her own talents to create a medical company with Jared and her friend, ultimately swallowing the Jones family business and making Sienna pay for her misdeeds. In the end, Yvette successfully avenged herself and lived a happy life with Jared.

On her birthday, Jeanne Leonard got hit with a double heartbreak: her boyfriend of four years, Tristan Frey, secretly tied the knot with his first love, Loretta Steele. To make things worse, Jeanne was in a car crash right after Tristan walked out on her. Hovering between life and death, she made a trade — her ability to love, in exchange for a second chance at life. Now back in the world, but unable to fall in love again, Jeanne is done chasing the past. She agrees to an arranged marriage with Nelson Sanford — not for love, but to take control of her future and rewrite her story on her own terms.

Billionaire heiress Kira Freeman mistakenly thinks the heir of the Mannings is just a broke guy selling himself to pay off debts, while Blaine Manning assumes Kira is an ordinary woman. The two end up pretending to be poor and quickly marry, starting a small family together. Along the way, they face off against clueless people in both the workplace and high society, proving everyone wrong at every turn.

After he was tragically murdered, Xander Lewis, a top entrepreneur, was sent back in time to the beginning of the millennium! Dusting himself off and getting back on his feet, he welcomes his very own golden era!

After breaking up with her boyfriend, Nina has a one night stand with the star hockey player Enzo Rivers. Nina swears off of hockey players, but Enzo isn't done with her yet and is hiding a big secret.

Summer, a rural girl who grew up in a backward countryside, faced harsh treatment from her parents, who made her drop out of school to work and support her younger brother. When the time came for her brother to get married, Summer's parents planned to marry her off to an old bachelor in the village for $100,000. At the same time, Summer's best friend Megan was locked up by her parents, who intended to marry her off to an idiot. Determined to escape, Summer and Megan fled to Rosetown, where they vowed to establish their independence. Through hard work, Summer gradually climbed the social ladder, and one day, a misunderstanding led her to cross paths with Jason, the wealthiest man in Rosetown. Thus, an unexpected romance that would change everything began.

Summer, a rural girl who grew up in a backward countryside, faced harsh treatment from her parents, who made her drop out of school to work and support her younger brother. When the time came for her brother to get married, Summer's parents planned to marry her off to an old bachelor in the village for $100,000. At the same time, Summer's best friend Megan was locked up by her parents, who intended to marry her off to an idiot. Determined to escape, Summer and Megan fled to Rosetown, where they vowed to establish their independence. Through hard work, Summer gradually climbed the social ladder, and one day, a misunderstanding led her to cross paths with Jason, the wealthiest man in Rosetown. Thus, an unexpected romance that would change everything began.

Adana Young, a brilliant businesswoman, was betrayed in her past life by her own brother, Cecil Young, and her husband,Jeffrey Shaw.Manipulated into surrendering her entire career to her sister-in-law, Trista Saul, she never imagined Trista's treachery ran deeper; not only stealing her success but also secretly sleeping with Jeffrey, ultimately leading to Adana's tragic demise.Now reborn, Adana returns with vengeance. At her engagement banquet, she stuns everyone by publicly calling off her marriage to Jeffrey. As the rightful head of the Young family, she crushes Trista's gold-digging ambitions. But Cecil, still blind to Trista's deceit, remains under her spell. Left with no choice, Adana tears off Trista's mask, finally opening her foolish brother's eyes and proving what it truly means to be a powerful woman.

Adana Young, a brilliant businesswoman, was betrayed in her past life by her own brother, Cecil Young, and her husband, Jeffrey Shaw.Manipulated into surrendering her entire career to her sister-in-law, Trista Saul, she never imagined Trista's treachery ran deeper; not only stealing her success but also secretly sleeping with Jeffrey, ultimately leading to Adana's tragic demise.Now reborn, Adana returns with vengeance. At her engagement banquet, she stuns everyone by publicly calling off her marriage to Jeffrey. As the rightful head of the Young family, she crushes Trista's gold-digging ambitions. But Cecil, still blind to Trista's deceit, remains under her spell. Left with no choice, Adana tears off Trista's mask, finally opening her foolish brother's eyes and proving what it truly means to be a powerful woman.