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?

In this episode of GoodChat: The Great Cake-Off, Volo, Faith, and Sophie put their instincts to the test with a round of Cake or Real. As the desserts get more deceptive, the guesses get bolder, and more wrong. With each round, the stakes rise, because the loser pays the price: a dot of whipped cream straight to the face. Expect laughs, questionable confidence, and plenty of sweet (and messy) moments as the game unfolds.

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.

When Cora Snyder regains control of her body after three years, her once-gentle husband has grown cold,her lively son has turned into a mischievous troublemaker, and her obedient daughter has become timid. Her reputation lies in ruins. But Cora wastes no time—she trains her children, wins back her husband,fights fiercely in her career, and reclaims everything that is rightfully hers.

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 my previous life, the maid's daughter had swiped my spare card until everyone believed she was the real heiress. When she planted cheat notes on me, no one believed the heiress they adored was a fraud. Father spent his last favors hunting for the truth, only to be reported by her for bribery. The company's stock nosedived, the firm collapsed, and I ended up on the streets, my face slashed by debt collectors until I died in disgrace. Then I woke up in River High, with a second chance to take it all back.

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!

Rural-born Amelia Baker struggles as an intern, tormented by the director and harassed by her toxic family, until a fateful night with the aloof CEO, Daniel Wood, changes everything.After securing her permanent position, Amelia discovers she's pregnant with triplets and attempts to hide it. But the Wood family's unique physiological bond alerts Daniel to her secret.Once the ruthless CEO learns the truth, he shifts into devoted husband mode: shielding her from workplace schemes, confronting her family's exploitation, and unleashing the Wood family's full pampering power.What began as an accidental encounter blossoms into a love that defies hierarchy and heals old wounds.

Rural-born Amelia Baker struggles as an intern, tormented by the director and harassed by her toxic family, until a fateful night with the aloof CEO, Daniel Wood, changes everything.After securing her permanent position, Amelia discovers she's pregnant with triplets and attempts to hide it. But the Wood family's unique physiological bond alerts Daniel to her secret.Once the ruthless CEO learns the truth, he shifts into devoted husband mode: shielding her from workplace schemes, confronting her family's exploitation, and unleashing the Wood family's full pampering power.What began as an accidental encounter blossoms into a love that defies hierarchy and heals old wounds.

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.

Jack Hill is reborn into a famine-stricken year as a lazy good-for-nothing. He has five stunning sisters-in-law who dote on him, and he unexpectedly awakens a space system that helps him improve his family's dire situation.However, his envious cousin Andy Hill tries to undermine him, aiming to take away his sisters-in-law. Each time, Jack uses his newfound abilities to thwart Andy's schemes,protecting his family and leading the villagers to plant peanuts to survive a devastating drought.Andy, still bitter, teams up with local bullies to plot against Jack and his family. Jack sees through their conspiracy and,in the process of protecting the girls, unexpectedly falls in love.After resolving the crisis, Jack finds a water source for the villagers, builds a trade caravan, and amasses wealth. Ultimately, he lives a prosperous and peaceful life with his five sisters-in-law, transforming from a good-for-nothing into a true success story.

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.

Modern-day gamer Leo Kane dies suddenly after an all-night gaming session and wakes up in another world as Grecan's most feared assassin, Cipher. Upon awakening, he's hired by Imperial Guard officer Hugo Spence to kill a woman named Lady Brooks. Intending to take the money and slack off, Leo's plan collapses when he's captured by his target, Poppy Brooks, who discovers his assassination mission. After Leo bravely drives off a group of bandits, Poppy's view of him changes. When she later learns that Leo once saved her life, their relationship begins to thaw, sparking a bond neither expected in a world built on blades and secrets...

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!