Yes. Irving Berlin has 151 songs listed in a dataset used to train AI music models.

Used for training 151

songs in LAION-DISCO-12M under the artist name

A list of 12 million songs on YouTube Music, gathered by walking artist pages, that LAION published in 2024 for training general music models.

Including Mandy, White Christmas, Oh, How I Hate to Get up in the Morning

Listed under the artist name 151 songs in LAION-DISCO-12M

Matched exactly: this YouTube Music artist id is the one the dataset lists these songs under.

Mandy

Listed as Irving Berlin – Mandy (White Christmas from Columbia) · Watch on YouTube

youtube_video 0eW2EgGxJtM · row 0eW2EgGxJtM

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White Christmas

Listed as Irving Berlin – White Christmas (White Christmas from Columbia) · Watch on YouTube

youtube_video 1AxhuS2cV4w · row 1AxhuS2cV4w

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Oh, How I Hate to Get up in the Morning

Listed as Irving Berlin – Oh, How I Hate to Get up in the Morning (Happy Days Are Here Again: Songs of Liberation) · Watch on YouTube

youtube_video 3DxW4hqITYk · row 3DxW4hqITYk

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You're Easy to Dance With

Listed as Irving Berlin – You're Easy to Dance With (Music from Irving Berlin: Holiday Inn) · Watch on YouTube

youtube_video 4hGI9LIGOx8 · row 4hGI9LIGOx8

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Gee, I wish I Was Back in the Army

Listed as Irving Berlin – Gee, I wish I Was Back in the Army (White Christmas from Columbia) · Watch on YouTube

youtube_video 6PUFfAJvmw4 · row 6PUFfAJvmw4

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Sayonara (Movie Opening Scene)

Listed as Irving Berlin – Sayonara (Movie Opening Scene) (Sayonara (Movie Opening Scene)) · Watch on YouTube

youtube_video 75jil6See0s · row 75jil6See0s

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How Deep is the Ocean

Listed as I. Berlin – How Deep is the Ocean (Stella by Starlight) · Watch on YouTube

youtube_video 9M3yt9pkG_I · row 9M3yt9pkG_I

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Ooh! Maybe It's You

Listed as Irving Berlin, Various Artists, Al Jolson, Ruth Etting – Ooh! Maybe It's You (Irving Berlin: A Tribute to His Music (Original Recordings 1921-1931)) · Watch on YouTube

youtube_video AeiMWBio7Fs · row AeiMWBio7Fs

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Top Hat: Cheek to cheek

Listed as Irving Berlin, Billy Eckstine, Sarah Vaughan – Top Hat: Cheek to cheek (Musical Moments to remember: Billy Eckstine - "All alone together") · Watch on YouTube

youtube_video DhyojK5g4rU · row DhyojK5g4rU

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Always

Listed as Irving Berlin – Always (Jazz in Town (The Original Songbook)) · Watch on YouTube

youtube_video Eilg96fOkuE · row Eilg96fOkuE

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The Girl That I Marry (feat. Ray Middleton)

Listed as Irving Berlin – The Girl That I Marry (feat. Ray Middleton) (Annie Get Your Gun (Original Broadway Cast 1946)) · Watch on YouTube

youtube_video Fca2YN55C4A · row Fca2YN55C4A

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When The Midnight Choo Choo Leaves For Alabam'

Listed as Irving Berlin, Ethel Merman, Dan Dailey – When The Midnight Choo Choo Leaves For Alabam' (There's No Business Like Show Business (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video I4jJ08kBOcM · row I4jJ08kBOcM

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A Pretty Girl Is Like A Melody

Listed as Irving Berlin, Ethel Merman, Dan Dailey – A Pretty Girl Is Like A Melody (There's No Business Like Show Business (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video IPfX-39gbs4 · row IPfX-39gbs4

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Who Do You Love, I Hope (feat. Kathleen Carnes & Robert Lenn)

Listed as Irving Berlin – Who Do You Love, I Hope (feat. Kathleen Carnes & Robert Lenn) (Annie Get Your Gun (Original Broadway Cast 1946)) · Watch on YouTube

youtube_video J4pTc8SvBvw · row J4pTc8SvBvw

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They Say It's Wonderful (feat. Ethel Merman & Ray Middleton)

Listed as Irving Berlin – They Say It's Wonderful (feat. Ethel Merman & Ray Middleton) (Annie Get Your Gun (Original Broadway Cast 1946)) · Watch on YouTube

youtube_video Lf4EBmFuxzU · row Lf4EBmFuxzU

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Let Yourself Go

Listed as Irving Berlin – Let Yourself Go (The Broadway Musicals (Classic Show Tunes)) · Watch on YouTube

youtube_video N2Iv9PS1L0o · row N2Iv9PS1L0o

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I Can't Tell a Lie

Listed as Irving Berlin – I Can't Tell a Lie (Music from Irving Berlin: Holiday Inn) · Watch on YouTube

youtube_video NJTrRPO1zDM · row NJTrRPO1zDM

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Say It Isn't So

Listed as Irving Berlin – Say It Isn't So (Jazz in Town (The Original Songbook)) · Watch on YouTube

youtube_video NZqiGkCYC2M · row NZqiGkCYC2M

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Cheek To Cheek

Listed as Irving Berlin, Jerome Kern – Cheek To Cheek (Melodic Greats) · Watch on YouTube

youtube_video PRiCIfIOg0A · row PRiCIfIOg0A

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Easter Parade

Listed as Irving Berlin – Easter Parade (The Songbook Series - There's No Business Like Show Business) · Watch on YouTube

youtube_video QG3VTl-hG14 · row QG3VTl-hG14

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Love, You Didn't Do Right by Me

Listed as Irving Berlin – Love, You Didn't Do Right by Me (White Christmas from Columbia) · Watch on YouTube

youtube_video St4x9T-P-3c · row St4x9T-P-3c

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Blue Skies / I'd Rhater See a Mintrel Show / Mandy

Listed as Danny Kaye, Irving Berlin, Bing Crosby – Blue Skies / I'd Rhater See a Mintrel Show / Mandy (170 Classic Children Christmas Songs - Canzoni Di Natale - Chansons De Noël - Weihnachtslieder) · Watch on YouTube

youtube_video UQywO9flC-c · row UQywO9flC-c

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I Used to Be Color Blind

Listed as Ella Fitzgerald, Irving Berlin – I Used to Be Color Blind (Old Style Collection Box, Vol. 4 (9 Greats Albums 110 Songs)) · Watch on YouTube

youtube_video VzDdo7x0qOU · row VzDdo7x0qOU

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Let Yourself Go

Listed as Ella Fitzgerald, Irving Berlin – Let Yourself Go (Old Style Collection Box, Vol. 4 (9 Greats Albums 110 Songs)) · Watch on YouTube

youtube_video WPfj7B-Nr6E · row WPfj7B-Nr6E

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Blue Skies

Listed as Irving Berlin – Blue Skies (Jazz in Town (The Original Songbook)) · Watch on YouTube

youtube_video WiUNHYdRskk · row WiUNHYdRskk

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The Best Thing for you

Listed as I. Berlin – The Best Thing for you (49 Essential Stan Getz Classics - Vol. 1) · Watch on YouTube

youtube_video Z4Tle1ITYG0 · row Z4Tle1ITYG0

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White Christmas

Listed as Irving Berlin – White Christmas (Music from Irving Berlin: Holiday Inn) · Watch on YouTube

youtube_video e6b96IMfCDI · row e6b96IMfCDI

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I'm an Indian Too (feat. Ethel Merman)

Listed as Irving Berlin – I'm an Indian Too (feat. Ethel Merman) (Annie Get Your Gun (Original Broadway Cast 1946)) · Watch on YouTube

youtube_video eWtgahrzdR4 · row eWtgahrzdR4

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This Year's Kisses

Listed as Irving Berlin – This Year's Kisses (The Broadway Musicals (Classic Show Tunes)) · Watch on YouTube

youtube_video f6aE3Fx5_QA · row f6aE3Fx5_QA

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Play a Simple Melody (Vocal)

Listed as Irvin Berlin – Play a Simple Melody (Vocal) (Golden Memory: Helen Ward, Hildegarde Loretta Sell , Irvin Berlin) · Watch on YouTube

youtube_video gafK11FGfks · row gafK11FGfks

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I'll See You in Cuba

Listed as Irving Berlin – I'll See You in Cuba (The Broadway Musicals (Classic Show Tunes)) · Watch on YouTube

youtube_video gtEOp6eYYxQ · row gtEOp6eYYxQ

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Play A Simple Melody (Original Mono LP Version)

Listed as Irving Berlin – Play A Simple Melody (Original Mono LP Version) (There's No Business Like Show Business (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video guQXxStMnm0 · row guQXxStMnm0

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Song of Freedom

Listed as Irving Berlin – Song of Freedom (Music from Irving Berlin: Holiday Inn) · Watch on YouTube

youtube_video iGYBvVoRSX8 · row iGYBvVoRSX8

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Cheek to cheek

Listed as Irving Berlin, Sarah Vaughan – Cheek to cheek (Simply ... Sarah! (Edition 2019)) · Watch on YouTube

youtube_video igd_qec5a18 · row igd_qec5a18

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Abraham

Listed as Irving Berlin – Abraham (Music from Irving Berlin: Holiday Inn) · Watch on YouTube

youtube_video kSfmNyuCJtc · row kSfmNyuCJtc

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Lazy

Listed as Irving Berlin – Lazy (Music from Irving Berlin: Holiday Inn) · Watch on YouTube

youtube_video kXn4iYXz-Oo · row kXn4iYXz-Oo

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On the avenue: I've got my love to keep me warm

Listed as Irving Berlin, Billy Eckstine, Sarah Vaughan – On the avenue: I've got my love to keep me warm (Musical Moments to remember: Billy Eckstine - "All alone together") · Watch on YouTube

youtube_video kdw8uP7OK-g · row kdw8uP7OK-g

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I'll Capture Your Heart

Listed as Irving Berlin – I'll Capture Your Heart (Music from Irving Berlin: Holiday Inn) · Watch on YouTube

youtube_video oH0SmXKoHL4 · row oH0SmXKoHL4

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Count Your Blessings Instead of Sheep

Listed as Irving Berlin – Count Your Blessings Instead of Sheep (White Christmas from Columbia) · Watch on YouTube

youtube_video uIdTSsM8ww8 · row uIdTSsM8ww8

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Play A Simple Melody

Listed as Irving Berlin, Ethel Merman, Dan Dailey – Play A Simple Melody (There's No Business Like Show Business (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video uaczOl8dC3I · row uaczOl8dC3I

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The Best Things Happen While You're Dancing

Listed as Irving Berlin – The Best Things Happen While You're Dancing (White Christmas from Columbia) · Watch on YouTube

youtube_video vGti4JNnUpc · row vGti4JNnUpc

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Top Hat: Isn't This a lovely day

Listed as Irving Berlin, Billy Eckstine, Sarah Vaughan – Top Hat: Isn't This a lovely day (Musical Moments to remember: Billy Eckstine - "All alone together") · Watch on YouTube

youtube_video vxL0z5vQllA · row vxL0z5vQllA

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Cheek to Cheek

Listed as Irving Berlin – Cheek to Cheek (Jazz in Town (The Original Songbook)) · Watch on YouTube

youtube_video wBVmllKH2gw · row wBVmllKH2gw

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Easter Parade - Main Title

Listed as Irving Berlin – Easter Parade - Main Title (Hollywood Screen Gems - Vol 4) · Watch on YouTube

youtube_video xituiTSOvzk · row xituiTSOvzk

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Love and the Weather

Listed as I. Berlin – Love and the Weather (101 Essential Stan Getz Classics) · Watch on YouTube

youtube_video y8A-KCzcK20 · row y8A-KCzcK20

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Back to Back

Listed as Irving Berlin – Back to Back (The Broadway Musicals (Classic Show Tunes)) · Watch on YouTube

youtube_video ycbvCHN854Q · row ycbvCHN854Q

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Remember

Listed as Irving Berlin, Billy Eckstine, Sarah Vaughan – Remember (Musical Moments to remember: Billy Eckstine - "All alone together") · Watch on YouTube

youtube_video ysHkjqxZMOA · row ysHkjqxZMOA

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Coquette

Listed as Irving Berlin, Various Artists, Al Jolson, Ruth Etting – Coquette (Irving Berlin: A Tribute to His Music (Original Recordings 1921-1931)) · Watch on YouTube

youtube_video yu49i2Ndsqs · row yu49i2Ndsqs

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I've Got My Love to Keep Me Warm

Listed as Irving Berlin – I've Got My Love to Keep Me Warm (The Broadway Musicals (Classic Show Tunes)) · Watch on YouTube

youtube_video z7hpc2JUDLs · row z7hpc2JUDLs

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The Army's Made A Man Out Of Me

Listed as Irving Berlin – The Army's Made A Man Out Of Me (Sound of the Movies Vol. 17) · Watch on YouTube

youtube_video zG3Es8Q7ByE · row zG3Es8Q7ByE

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What this means

Last reviewed 2026-09-24.

Presence in a public research dataset shows that a clip of your recording was listed by academic or industry researchers as material for building or testing audio models. It does not by itself show which commercial products, if any, used the clip. The legal picture is moving. On 31 July 2026 the Regional Court of Munich I ruled in GEMA's case against Suno (case 42 O 763/25) that reproducing works for training, holding them in a model in retrievable form, and generating similar outputs can each infringe copyright under German and EU law; the judgment is not final and can be appealed. In the United States, Warner Music Group settled its claims against Suno on 25 November 2025 with a licensing deal, while the parallel claims by Universal and Sony were still pending at that point. Since then BMG (12 August 2026) and Believe/TuneCore (8 September 2026) have signed opt-in licensing deals with Suno.

What you can do

3 routes. None is a guarantee.

UK, PRS members. Send PRS for Music your report and ask what collective or licensing route covers your works.
- PRS for Music and Artificial Intelligence, Version 1 (October 2025), 2025-10-01
- PRS for Music: AI and music copyright, 2026-09-24
Germany, GEMA members. GEMA won a first-instance ruling against Suno on 31 July 2026 and has a licensing model. Ask how they apply to your repertoire.
- GEMA: Suno AI and OpenAI, GEMA sues for fair compensation, 2025-01-21
- DLA Piper: GEMA v Suno, Munich Regional Court judgment of 31 July 2026, 2026-08-28
- Music Business Worldwide: Germany's GEMA launches AI Charter, 2024-11-05
Signed to Warner, BMG or Believe/TuneCore. Each has an opt-in licensing deal with Suno. Ask your label what opting in or out means for you and whether any settlement money reaches artists.
- Music Business Worldwide: Warner Music Group settles with Suno, 2025-11-25
- Music Ally: Suno signs another music licensing deal, with BMG, 2026-08-12
- Music Business Worldwide: Suno inks global deal with Believe, 2026-09-08

Is this you?

Check another name

These pages report where identifiers from public research datasets point. Presence in a dataset is a fact about the dataset, not a claim about the channel or artist, and says nothing about what any company did with the material. If you are this artist and want this page removed, see removals.