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Build a Beer Nelix, Win a Million Dollars?

Lester Mackey 2012 USA Science and Engineering Fesval Nelix

• Rents & streams movies and TV shows • 100,000 movie tles • 26 million customers

Recommends “Movies You’ll ♥” Recommending Movies You’ll ♥

Hated it! Loved it! Recommending Movies You’ll ♥ Recommending Movies You’ll ♥ How This Works

Top Secret Now I’m Cinematch Computer Program I don’t unhappy! like this movie. Your Predicted Rang: Back at Nelix

How can we Let’s have a improve contest! Cinematch?

What should the prize be? How about $1 million? The Nelix Prize

October 2, 2006 • Contest open to the world • 100 million movie rangs released to public • Goal: Create computer program to predict rangs • $1 Million Grand Prize for beang Cinematch accuracy by 10% • $50,000 Progress Prize for the team with the best predicons each year

5,100 teams from 186 countries entered Dinosaur Planet

David Weiss

David Lin Lester Mackey

Team Dinosaur Planet The Rangs

• Training Set – What computer programs use to learn customer preferences – Each entry: July 5, 1999

– 100,500,000 rangs in total – 480,000 customers and 18,000 movies The Rangs: A Closer Look

Highest Rated Movies The Shawshank Redempon Lord of the Rings: The Return of the King Lord of the Rings: The Two Towers The Green Mile

Most Divisive Movies Fahrenheit 9/11 Napoleon Dynamite Pearl Harbor Miss Congeniality Lost in Translaon How the Contest Worked

• Quiz Set & Test Set – Used to evaluate accuracy of computer programs – Each entry: Rang Sept. 9, 2006 unknown! • Each team predicts Quiz Set and Test Set rangs once per day • Nelix displays Quiz score on public Leaderboard

(Week 2) How the Contest Worked

• Quiz Set & Test Set – Used to evaluate accuracy of computer programs – Each entry: Rang Sept. 9, 2006 unknown! • Each team predicts Quiz Set and Test Set rangs once per day • Nelix displays Quiz score on public Leaderboard • Test score is hidden – but best Test score wins! – 10% improvement $1 Million Grand Prize – Most improvement in 1 year $50,000 Progress Prize How to Predict Rangs New guy

Rang unknown!

Nearest Neighbor Rule: 4-5% beer than Cinematch • Find customer with the most similar rangs • Use her rang as best guess for new guy’s rang How to Predict Rangs New guy

Rang unknown!

Nearest Neighbor Rule: 4-5% beer than Cinematch • Find movie with the most similar rangs • Use its rang as best guess for new guy’s rang Map of Movie Neighbors

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Forever Young Arrested Development: Ella Enchanted Sleepover Shanghai Knights Money Train Three Men and a Men Joe Versus for Something Completely Different Message in Bed of Bound You Envy The Tuxedo a Wire Season 1 Johnny English II Dr. Dolittle Little Lady the Volcano a Bottle Roses Home Alone Monty Python’s The Meaning Speed 2: Fire Down Blast from First Knight The Clearing Spy Kids 2: The Agent Cody The Lizzie Mean Girls Intolerable Cruelty Daddy Day George of The Pink Panther A Walk in Cruise Control Below the Past K!9 Lethal Weapon Rambo: First Blood of Life: Special Edition Big Fat McGuire Movie The ’Burbs Strikes Again the Clouds The Last Temptation Island of Lost Dreams Banks Care the Jungle I Spy 3 Mannequin Part II Jimmy Neutron: Liar The Parent Mighty Joe Crocodile Dundee of Christ Freaky Friday The Specialist The Mighty Sweet November Return to Primary Colors Days of Trap Young Curly Sue Boy Genius Cradle 2 Showtime Sister Act Tango & Heartbreakers The Godfather Ghost Me Cocktail Congo Ducks Mrs. Doubtfire The Money Curb Your Enthusiasm: Seinfeld: Seasons 1 Thunder the Grave Lethal Weapon Adventures in Bob Roberts Holes Beethoven Cash Pit Season 1 &2 The Ladykillers 2 Babysitting Forces of Spy Kids Judge Dredd Wag the In Good Varsity Blues Bringing Down Bad Company Inspector Gadget Batman Forever Three Men and Nature Titanic Can’t Hardly Free Willy Bad Boys Dog Company Twins Buffy the Vampire Slayer: The Bodyguard Wait the House Hard to a Baby Wyatt Earp: Autumn in Bulworth Point Break A Knight’s Sister Act 2: Back The Movie Chain Reaction Angels in Kill Open Range Simone Special Edition New York Gone in Snow Dogs in the Habit Father of the Lethal Weapon Turner and Get Shorty Curb Your Enthusiasm: Tale The Notebook Volcano The Secret of The Upside 60 Seconds the Outfield Bride 2 4 Hooch Team America: Season 2 Exit Wounds Lethal Weapon My Success Die Hard Bounce Dirty Dancing of Anger Kangaroo Jack Nothing to Passenger 57 World Police Jackie Brown: Beyond Borders Curb Your Enthusiasm: Lose Speed Kindergarten Cop South Park: Collector’s Series The Whole Season 3 A Love Song for The Santa Shanghai Noon Die Hard With Season 1 Nine Yards The Bachelor Bobby Long Gone in The Net Clause Above the a Vengeance Red Dragon State and South Park: L.A. Story Main 60 Seconds The Replacements U.S. Marshals Road House Law Le Divorce The Sweetest South Park: Season 4 Futurama: Vol. Assassins Die Hard 2: Bring It Thing The Last Season 2 2 Charlie’s Angels Dante’s Peak Die Harder Vanity Fair On Cliffhanger Boy Scout Simpsons Gone The Spanish Life or Something Eraser The Patriot Timecop Futurama: Vol. Face#Off Collateral Damage Hannibal Wild Prisoner Con Air Like It Overboard 1 The Long Under Siege Demolition Man South Park: Bigger Romy and Michele’s High The Simpsons: Original Sin Space Cowboys Captain Corelli’s Kiss Goodnight South Park: Suspect Zero Rat Race True Lies School Reunion Season 1 Mandolin Master and Commander: The Far South Park: Season 5 ! Hollywood Homicide The Sandlot Dickie Roberts: Former The In Laws Wicker Park Side of the World Season 3 The Simpsons: Treehouse Child Star Just Married The Simpsons: of Horror A Guy The Four The Simpsons: Total Recall Season 4 Mission: Impossible Thing Feathers Galaxy Quest Season 3 II Alfie The Simpsons: Joe Somebody Elf Lords of Spartan Chappelle’s Show: Season 5 Dogtown Dave Chappelle: Killin’ The School Season 1 Tuck Everlasting Duplex !Widescreen" Them Softly The Simpsons: of Rock Mystery Men Big Trouble Family Guy: Vol. 2: Season 2 Knockaround Guys Dark Blue Season 3 Map of the MovieLand Chris Rock: Bigger Family Guy: Vol. 1: The Hunted Raw & Blacker Dogtown and Seasons 1!2 The Missing ! Z Boys Chris Rock: Chappelle’s Show: Family Guy Presents: Stewie Produced by Yifan Hu, joint work with Never Scared Emden Gansner, Stephen Kobourov & Chris Volinsky Season 2 Griffin: The Untold Story AT&T Labs !! Research Data from Yehuda Koren

The First Progress Prize One day before the deadline… The Power of Teamwork • First Progress Prize – joins forces with for 8.38% improvement – BellKor improves to 8.43%, wins $50,000 • Second Progress Prize – BigChaos joins BellKor for 9.44% and $50,000 • Grand Prize Team (GPT) founded by + – Anyone could join – The more you improve the GPT score, the bigger your share of the $1 million Grand Prize The Last Call

• Remaining teams had 30 days to respond • Over the next 24 days, 30 individuals from 11 countries combined forces to challenge BPC The Ensemble

• Grand Prize Team • Vandelay Industries! – Gravity – Greg McAlpin • Gabor Takacs, Istvan Pilaszy, Boyan – Bill Bame Nemeth, Domonkos Tikk – Bo Yang – Dinosaur Planet – Chris Hefele • David Lin, Lester Mackey, David Weiss – – Joe Sill Jeff Howbert – – Ces Berno Xiang Liang – – Dan Nabutovsky Larry Ya Luo – – William Roberts Aron Miller – – Wojtek Kulik Steve Pagliarulo – – Willem Mestrom Opera Soluons • Bruce Deng, Peng Zhou, Priyanka Rastog, – David Purdy Arvind Gangadha, Jacob Spoelstra – Craig Carmichael – Mike Linacre – Edward de Grijs – Clive Gifford – Feeds2 • Nicholas Ampazis, George Tsagas

Learn more at hp://the-ensemble.com/

The Road to the Grand Prize • Next to Last Day – The Ensemble submits – 10.09% improvement on Quiz Set • Final Day, 6:18pm – BellKor’s Pragmac Chaos responds – 10.09% improvement on Quiz Set • Final Day, 6:38pm – The Ensemble makes its final submission – 10.10% improvement on Quiz Set • Final Day, 6:42pm: Contest closes The Other Road to the Grand Prize • Next to Last Day – The Ensemble submits – 10.05% improvement on Test Set • Final Day, 6:18pm – BellKor’s Pragmac Chaos responds – 10.06% improvement on Test Set • Final Day, 6:38pm – The Ensemble makes its final submission – 10.06% improvement on Test Set • Tie breaker: Time of submission The End

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