Beethoven’s Unfinished 10th Symphony Brought to Life by Artificial Intelligence – Scientific American
Teresa Carey: This is Scientific Americans 60-Second Science. I'm Teresa Carey.
Every morning at five oclock, composer Walter Werzowa would sit down at his computer to anticipate a particular daily e-mail. It came from six time zones away, where a team had been working all night (or day, rather) to draft Beethovens unfinished 10th Symphonyalmost two centuries after his death.
The e-mail contained hundreds of variations, and Werzowa listened to them all.
Werzowa: So by nine, 10 oclock in the morning, its likeIm already in heaven.
Carey: Werzowa was listening for the perfect tunea sound that was unmistakably Beethoven.
But the phrases he was listening to werent composed by Beethoven. They were created by artificial intelligencea computer simulation of Beethovens creative process.
Werzowa: There werehundreds of options, and some are better than others. But then there is that one which grabs you, and that was just a beautiful process.
Carey: Ludwig van Beethoven was one of the most renowned composers in Western music history. When he died in 1827, he left behind musical sketches and notes that hinted at a masterpiece. There was barely enough to make out a phrase, let alone a whole symphony. But that didnt stop people from trying.
In 1988 musicologist Barry Cooper attempted. But he didnt get beyond the first movement. Beethovens handwritten notes on the second and third movements are meagernot enough to compose a symphony.
Werzowa: A movement of a symphony can have up to 40,000 notes. And some of his themes were three bars, like 20 notes. Its very little information.
Carey: Werzowa and a group of music experts and computer scientists teamed up to use machine learning to create the symphony. AhmedElgammal, the director of the Art and Artificial Intelligence Laboratory at Rutgers University, led the AI side of the team.
Elgammal: When you listen to music read by AIto continue a theme of music, usually its a very short few seconds, and then they start diverging and becoming boring and not interesting. They cannot really take that and compose a full movement of a symphony.
Carey: The teams first task was to teach the AI to think like Beethoven. To do that, they gave it Beethovens complete works, his sketchesand notes. They taught it Beethoven's processlike how he went from those iconic four notes to his entire Fifth Symphony.
[CLIP: Notes from Symphony no. 5]
Carey: Then they taught it to harmonize with a melody, compose a bridge between two sectionsand assign instrumentation. With all that knowledge, the AI came as close to thinking like Beethoven as possible. But it still wasnt enough.
Elgammal: The way music generation using AI works is very similar to the way, when you write an e-mail, you find that the e-mail thread predicts whats the next word for you or what the rest of the sentence is for you.
Carey: Butlet the computer predict your words long enough, and eventually, the text will sound like gibberish.
Elgammal: It doesnt really generate something that can continue for a long time and be consistent. So that was the main challenge in dealing with this project: How can you take a motif or a short phrase of music that Beethoven wrote in his sketchand continue it into a segment of music?
Carey: Thats where Werzowas daily e-mails came in. On those early mornings, he was selecting what he thought was Beethovens best. And, piece by piece, the team built a symphony.
Matthew Guzdial researches creativity and machine learning at the University of Alberta. He didnt work on the Beethoven project, but he says that AI is overhyped.
Guzdial: Modern AI, modern machine learning, is all about just taking small local patterns and replicating them. And its up to a human to then take what the AI outputs and find the genius. The genius wasnt there. The genius wasnt in the AI. The genius was in the human who was doing the selection.
Carey: Elgammal wants to make the AI tool available to help other artists overcome writers block or boost their performance. But both Elgammal and Werzowa say that the AI shouldnt replace the role of an artist. Insteadit should enhance their work and process.
Werzowa: Like every tool, you can use a knife to kill somebody or to save somebodys life, like with a scalpel in a surgery. So it can go any way. If you look at the kids, like kids are born creative.Its like everything is about being creative, creative and having fun. And somehow were losing this. I think if we could sit back on a Saturday afternoon in our kitchen, and because maybe were a little bit scared to make mistakes, ask the AI to help us to write us a sonata, song or whateverin teamwork, life will be so much more beautiful.
Carey: The team released the 10th Symphony over the weekend. When asked who gets credit for writing it Beethoven, the AIor the team behind itWerzowa insists it is a collaborative effort. But, suspending disbelief for a moment, it isnt hard to imagine that were listening to Beethoven once again.
Werzowa: I dare to say that nobody knows Beethovenas well as the AI, didas well as the algorithm. I think music, when you hear it, when you feel it, when you close your eyes, it does something to your body. Close your eyes, sit back and be open for it, and I would love to hear what you felt after.
Carey: Thanks for listening. For Scientific Americans60-Second Science, Im Teresa Carey.
[The above text is a transcript of this podcast.]
- Perspectives in Artificial Intelligence: Creating jobs, not replacing them - Marquette Today - November 23rd, 2024 [November 23rd, 2024]
- Top 3 Artificial Intelligence (AI) Coins of the Third Week of November 2024 - BeInCrypto - November 23rd, 2024 [November 23rd, 2024]
- ZICC: Internet Experts Pay Attention To The Development Of Artificial Intelligence - Barchart - November 23rd, 2024 [November 23rd, 2024]
- How To Elevate Irrigation With Artificial Intelligence - The Scoop - - November 23rd, 2024 [November 23rd, 2024]
- 32.4% of Warren Buffett's $292 Billion Portfolio Is Invested in 4 Artificial Intelligence (AI) Stocks - Yahoo Finance - November 23rd, 2024 [November 23rd, 2024]
- ZICC: Internet Experts Pay Attention to the Development of Artificial Intelligence - Yahoo Finance - November 23rd, 2024 [November 23rd, 2024]
- Billionaire Israel Englander Is Selling Nvidia and Buying These Other Artificial Intelligence (AI) Stocks Instead - The Motley Fool - November 23rd, 2024 [November 23rd, 2024]
- Here Are My Top Artificial Intelligence (AI) Stocks to Buy Right Now (Hint: Not Nvidia) - The Motley Fool - November 23rd, 2024 [November 23rd, 2024]
- [Webinar] The Shifting E-Discovery Landscape From Artificial Intelligence to Antitrust, What the Trends Indicate About How to Prepare for 2025 -... - November 23rd, 2024 [November 23rd, 2024]
- ZICC: Internet Experts Pay Attention to the Development of Artificial Intelligence - WV News - November 23rd, 2024 [November 23rd, 2024]
- Artificial Intelligence and the Future of Work - American Enterprise Institute - November 23rd, 2024 [November 23rd, 2024]
- Artificial Intelligence News for the Week of November 22; Updates from IBM, Microsoft, NVIDIA & More - Solutions Review - November 23rd, 2024 [November 23rd, 2024]
- $159 Billion Artificial Intelligence in Robotics Global - GlobeNewswire - November 23rd, 2024 [November 23rd, 2024]
- Artificial Intelligence Can Improve Access to Justice, But the Legal Profession Has a Role to Play - The Federalist Society - November 23rd, 2024 [November 23rd, 2024]
- Artificial Intelligence for IT Operations Platform Market Transforming IT Efficiency with Next-Gen AI Solutions - openPR - November 23rd, 2024 [November 23rd, 2024]
- Artificial Intelligence of Things Market Merging AI and IoT for Intelligent Automation - openPR - November 23rd, 2024 [November 23rd, 2024]
- Prediction: This Artificial Intelligence (AI) Stock Is Going to Soar Higher After Nov. 26 - The Motley Fool - November 23rd, 2024 [November 23rd, 2024]
- The very real constraints on artificial intelligence in 2025 - The Economist - November 23rd, 2024 [November 23rd, 2024]
- How Artificial Intelligence (AI) Influence on Nuclear Energy Industry is Providing Lucrative Opportunity - GlobeNewswire - November 23rd, 2024 [November 23rd, 2024]
- COVAR to explore ethical use of artificial intelligence (AI) and machine autonomy in military applications - Military & Aerospace Electronics - November 23rd, 2024 [November 23rd, 2024]
- Artificial Intelligence (AI) Could Become a Game Changer for This Company. Should You Buy Its Stock Right Now? - The Motley Fool - November 23rd, 2024 [November 23rd, 2024]
- AI Fatigue: Why the Buzz Around Artificial Intelligence Feels Like A Broken Record - Tech Business News - November 23rd, 2024 [November 23rd, 2024]
- Artificial Intelligence Has Entered the Nuclear Industry and Its Early Benefits Are Just the Tip of the Iceberg - POWER magazine - November 23rd, 2024 [November 23rd, 2024]
- Artificial Intelligence (AI) Is Set to Drive Sizzling Growth in This Market: Here's 1 Stock That Could Win Big From This Emerging Opportunity - The... - November 23rd, 2024 [November 23rd, 2024]
- Founder of artificial intelligence company used by schools in Los Angeles, NYC, Atlanta is arrested - ABC News - November 23rd, 2024 [November 23rd, 2024]
- Artificial Intelligence (AI) Could Become a Game Changer for This Company. Should You Buy Its Stock Right Now? - Yahoo! Voices - November 23rd, 2024 [November 23rd, 2024]
- The Microsoft vision of artificial intelligence in Latin America - BNamericas English - November 23rd, 2024 [November 23rd, 2024]
- Billionaires Are Buying This 1 Top Artificial Intelligence (AI) Stock. Should You Follow Suit? - The Motley Fool - November 21st, 2024 [November 21st, 2024]
- Computers unleashed economic growth. Will artificial intelligence? - The Economist - November 21st, 2024 [November 21st, 2024]
- Leveraging artificial intelligence to tackle climate change - Brookings Institution - November 21st, 2024 [November 21st, 2024]
- Understanding Artificial Intelligence in Tax and Customs Administration - International Monetary Fund - November 21st, 2024 [November 21st, 2024]
- SAU Professor Expands Knowledge of how to Build more inclusive Artificial Intelligence Community - Saint Augustine's University - November 21st, 2024 [November 21st, 2024]
- Using artificial intelligence to personalize infection treatment and address antimicrobial resistance - Medical Xpress - November 21st, 2024 [November 21st, 2024]
- Omdia Features Chetu in Its "On the Radar" Report, Highlighting Its Innovative Artificial Intelligence Solutions - Business Wire - November 21st, 2024 [November 21st, 2024]
- Jeff Dunham Artificial Intelligence tour at the Giant Center: Where to buy tickets - PennLive - November 21st, 2024 [November 21st, 2024]
- Webinar on Artificial Intelligence (AI) in Vaccine Research & Development - World Health Organization - November 21st, 2024 [November 21st, 2024]
- Aclara Secures Funding from Corfo's Innovation High-Tech Program for Artificial Intelligence Project - AccessWire - November 21st, 2024 [November 21st, 2024]
- Artificial Intelligence Is Putting Ever-Increasing Demands on Our Resources - NUVO Magazine - November 21st, 2024 [November 21st, 2024]
- Ajax IndoorCam: wireless IP camera with built-in artificial intelligence and security functions - gagadget.com - November 21st, 2024 [November 21st, 2024]
- Why the Next Big Artificial Intelligence (AI) Play Could be in the Nuclear Power Industry - GlobeNewswire - November 21st, 2024 [November 21st, 2024]
- Even mom-and-pops are investing in artificial intelligence - Restaurant Business Online - November 21st, 2024 [November 21st, 2024]
- Addressing The Future of Artificial Intelligence in Union Operations, on State of Affairs - ROI-NJ.com - November 21st, 2024 [November 21st, 2024]
- Virtus Artificial Intelligence & Technology Opportunities Fund Announces Distributions and Discloses Sources of Distribution Section 19(a) Notice... - November 21st, 2024 [November 21st, 2024]
- Artificial intelligence in UK financial services - 2024 - Bank of England - November 21st, 2024 [November 21st, 2024]
- A Once-in-a-Decade Investment Opportunity: 1 Little-Known Vanguard Index Fund to Buy for the Artificial Intelligence (AI) Boom - The Motley Fool - November 21st, 2024 [November 21st, 2024]
- Got $3,000? 3 Artificial Intelligence (AI) Stocks to Buy and Hold for the Long Term - Yahoo Finance - November 21st, 2024 [November 21st, 2024]
- Leveraging Biological Principles and Artificial Intelligence to Transform Customer Interactions - USA TODAY - November 21st, 2024 [November 21st, 2024]
- Artificial Intelligence To Reverse Mass Insect Extinction - WION - November 21st, 2024 [November 21st, 2024]
- Join us for an exclusive panel event on artificial intelligence - The Independent - November 21st, 2024 [November 21st, 2024]
- How artificial intelligence helped country music icon Randy Travis get back his renowned singing voice - MSN - November 21st, 2024 [November 21st, 2024]
- The Silent Predator: Protecting Children in the Age of Generative Artificial Intelligence - JURIST - November 21st, 2024 [November 21st, 2024]
- Is It Finally Time to Buy This Beaten-Down Artificial Intelligence (AI) Stock? - The Motley Fool - November 21st, 2024 [November 21st, 2024]
- War and Peace in the Age of Artificial Intelligence - Foreign Affairs Magazine - November 19th, 2024 [November 19th, 2024]
- These Artificial Intelligence (AI) Stocks Have Soared Since Trump Won the Election, but Should You Buy? - Yahoo Finance - November 19th, 2024 [November 19th, 2024]
- 'Genesis' looks at the future of artificial intelligence - MSNBC - November 19th, 2024 [November 19th, 2024]
- The Artificial Intelligence (AI) Boom Isn't Over. 3 AI Stocks to Buy Right Now. - The Motley Fool - November 19th, 2024 [November 19th, 2024]
- 1 Soaring Artificial Intelligence (AI) Stock to Buy and Hold for 10 Years (Hint: It's Not Nvidia) - Yahoo Finance - November 19th, 2024 [November 19th, 2024]
- Got $3,000? 3 Artificial Intelligence (AI) Stocks to Buy and Hold for the Long Term - Yahoo! Voices - November 19th, 2024 [November 19th, 2024]
- Artificial intelligence, international security, and the risk of war - Brookings Institution - November 19th, 2024 [November 19th, 2024]
- The role of artificial intelligence in cyber resilience - Security Magazine - November 19th, 2024 [November 19th, 2024]
- Artificial Intelligence and the health workforce - OECD - November 19th, 2024 [November 19th, 2024]
- Artificial intelligence is in your future - Huntsville Item - November 19th, 2024 [November 19th, 2024]
- Nvidia Just Invested in This Small Artificial Intelligence Company -- Should You Be Next? - The Motley Fool - November 19th, 2024 [November 19th, 2024]
- Billionaire Stanley Druckenmiller Just Sold All of His Nvidia Shares and Bought This Rapidly Growing Artificial Intelligence Stock-Split Stock -... - November 19th, 2024 [November 19th, 2024]
- Nvidia Just Invested in This Small Artificial Intelligence Company -- Should You Be Next? - Nasdaq - November 19th, 2024 [November 19th, 2024]
- Billionaire Philippe Laffont Sold 80% of Coatue's Stake in Nvidia and Is Piling Into This Historically Cheap Artificial Intelligence (AI) Stock... - November 19th, 2024 [November 19th, 2024]
- These Artificial Intelligence (AI) Stocks Have Soared Since Trump Won the Election, but Should You Buy? - The Motley Fool - November 19th, 2024 [November 19th, 2024]
- Artificial Intelligence and Relationships: 1 in 4 Young Adults Believe AI Partners Could Replace Real-life Romance - Institute for Family Studies - November 19th, 2024 [November 19th, 2024]
- AI-Fi, the Heart of Decentralised Finance and Artificial Intelligence - Finance Magnates - November 19th, 2024 [November 19th, 2024]
- Got $3,000? 3 Artificial Intelligence (AI) Stocks to Buy and Hold for the Long Term - sharewise.com - November 19th, 2024 [November 19th, 2024]
- Artificial intelligence (AI) and cryptocurrency: Revolutionizing the future of finance and technology - Dataconomy - November 19th, 2024 [November 19th, 2024]
- Assessing potential future artificial intelligence risks, benefits and policy imperatives - OECD - November 19th, 2024 [November 19th, 2024]
- Artificial intelligence can be used to predict river discharge and warn of potential flooding, new Concordia study shows - Concordia University News - November 19th, 2024 [November 19th, 2024]
- UFC enters into groundbreaking Artificial Intelligence (AI) partnership with IBM: Here's everything you need to know - Sportskeeda - November 19th, 2024 [November 19th, 2024]
- Navigating the Future: The Telecom Artificial Intelligence Software, Hardware, and Services Market Outlook - openPR - November 19th, 2024 [November 19th, 2024]
- 2 Artificial Intelligence (AI) Stocks to Buy on the Dip - Yahoo! Voices - November 19th, 2024 [November 19th, 2024]
- This Magnificent Artificial Intelligence (AI) Stock Has Crushed Nvidia in the Past Year. Can It Continue to Skyrocket in 2025? - The Motley Fool - November 19th, 2024 [November 19th, 2024]
- The Impact of Artificial Intelligence on the 2024 Election - Government Technology - November 16th, 2024 [November 16th, 2024]
- AI researcher Gary Marcus: The future of artificial intelligence is darker with Trump in the White House - EL PAS USA - November 16th, 2024 [November 16th, 2024]
- Artificial Intelligence Conference Examines Impacts on Health care, Research, Education - UAMS News - November 16th, 2024 [November 16th, 2024]