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 Easter Parade, I've Got My Love to Keep Me Warm, How Deep Is the Ocean?

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.

Easter Parade

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

youtube_video -81k9ewDlxo · row -81k9ewDlxo

LAION-DISCO-12M

I've Got My Love to Keep Me Warm

Listed as Irving Berlin – I've Got My Love to Keep Me Warm (Whopping Great Love Songs, Vol. 3) · Watch on YouTube

youtube_video 1b6iCPpEeY4 · row 1b6iCPpEeY4

LAION-DISCO-12M

How Deep Is the Ocean?

Listed as Irving Berlin – How Deep Is the Ocean? (Jazz in Town (The Original Songbook)) · Watch on YouTube

youtube_video 4RRJK-6C47U · row 4RRJK-6C47U

LAION-DISCO-12M

Be Careful It's My Heart

Listed as Irving Berlin – Be Careful It's My Heart (Music from Irving Berlin: Holiday Inn) · Watch on YouTube

youtube_video 4YLIYbwIDMU · row 4YLIYbwIDMU

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Always

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

youtube_video 4voRRpiS_no · row 4voRRpiS_no

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This Year's Kisses

Listed as Irving Berlin – This Year's Kisses (Jazz in Town (The Original Songbook)) · Watch on YouTube

youtube_video 546AIrtfExE · row 546AIrtfExE

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You're Laughing at Me

Listed as Ella Fitzgerald, Irving Berlin – You're Laughing at Me (African Mailman (The Postman Always Rings Twice for Nina & Ella)) · Watch on YouTube

youtube_video 6j1BDEzt_T0 · row 6j1BDEzt_T0

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Heat Wave

Listed as Irving Berlin, Marilyn Monroe – Heat Wave (There's No Business Like Show Business (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video AuXkn22ifUs · row AuXkn22ifUs

LAION-DISCO-12M

The Best Thing for you

Listed as I. Berlin – The Best Thing for you (101 Essential Stan Getz Classics) · Watch on YouTube

youtube_video CG2Y6WKE96I · row CG2Y6WKE96I

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You Can Have Him

Listed as Ella Fitzgerald, Irving Berlin – You Can Have Him (Old Style Collection Box, Vol. 4 (9 Greats Albums 110 Songs)) · Watch on YouTube

youtube_video DwzMnS1LWqo · row DwzMnS1LWqo

LAION-DISCO-12M

Top Hat, White Tie and Tails

Listed as Irving Berlin – Top Hat, White Tie and Tails (The Broadway Musicals (Classic Show Tunes)) · Watch on YouTube

youtube_video ET2RqWOAM4E · row ET2RqWOAM4E

LAION-DISCO-12M

How Deep is the Ocean?

Listed as I. Berlin – How Deep is the Ocean? (Bird Feathers) · Watch on YouTube

youtube_video FLmuJy3m9ns · row FLmuJy3m9ns

LAION-DISCO-12M

There's No Business Like Show Business (feat. Marty May, William O'Neal, Ray Middleton & Ethel Merman)

Listed as Irving Berlin – There's No Business Like Show Business (feat. Marty May, William O'Neal, Ray Middleton & Ethel Merman) (Annie Get Your Gun (Original Broadway Cast 1946)) · Watch on YouTube

youtube_video FNzAfoiKvrI · row FNzAfoiKvrI

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Moonshine Lullaby (feat. Ethel Merman, Marty May, Robert Middleton & William O'Neal)

Listed as Irving Berlin – Moonshine Lullaby (feat. Ethel Merman, Marty May, Robert Middleton & William O'Neal) (Annie Get Your Gun (Original Broadway Cast 1946)) · Watch on YouTube

youtube_video G5ZSyukegXU · row G5ZSyukegXU

LAION-DISCO-12M

Let's Face the Music and Dance

Listed as Ella Fitzgerald, Irving Berlin – Let's Face the Music and Dance (African Mailman (The Postman Always Rings Twice for Nina & Ella)) · Watch on YouTube

youtube_video HXJ3bxYAWXI · row HXJ3bxYAWXI

LAION-DISCO-12M

Always

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

youtube_video IiXaiMJjo9I · row IiXaiMJjo9I

LAION-DISCO-12M

Alexander's Ragtime Band

Listed as Ella Fitzgerald, Irving Berlin – Alexander's Ragtime Band (African Mailman (The Postman Always Rings Twice for Nina & Ella)) · Watch on YouTube

youtube_video IsIJ7_15_9E · row IsIJ7_15_9E

LAION-DISCO-12M

Oh How I Hate to Get Up In the Morning (This Is the Army)

Listed as Irving Berlin – Oh How I Hate to Get Up In the Morning (This Is the Army) (Famous Movie Melodies, Vol. 20 (Irving Berlin)) · Watch on YouTube

youtube_video JVyo6w5G93Y · row JVyo6w5G93Y

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Easter Parade

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

youtube_video Jk52BFbt_1c · row Jk52BFbt_1c

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Overture

Listed as Irving Berlin's White Christmas Original Broadway Orchestra – Overture (Irving Berlin's White Christmas (Original Broadway Cast Recording)) · Watch on YouTube

youtube_video NcA-ByxwdY0 · row NcA-ByxwdY0

LAION-DISCO-12M

This is the Army, Mr. Jones

Listed as Irving Berlin – This is the Army, Mr. Jones (The World at War) · Watch on YouTube

youtube_video O928hGPQ6yc · row O928hGPQ6yc

LAION-DISCO-12M

This Is The Army, Mr. Jones

Listed as Irving Berlin – This Is The Army, Mr. Jones (WW2 Winning Songs, Vol. 3) · Watch on YouTube

youtube_video P0N3ndlo9Bk · row P0N3ndlo9Bk

LAION-DISCO-12M

Remember

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

youtube_video P120q4hyYJc · row P120q4hyYJc

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You Can't Get a Man with a Gun (feat. Ethel Merman)

Listed as Irving Berlin – You Can't Get a Man with a Gun (feat. Ethel Merman) (Annie Get Your Gun (Original Broadway Cast 1946)) · Watch on YouTube

youtube_video XGxVXznkbys · row XGxVXznkbys

LAION-DISCO-12M

Play A Simple Melody

Listed as Irving Berlin, Dan Dailey & Ethel Merman – Play A Simple Melody (100% Classical Classics) · Watch on YouTube

youtube_video Z8458b_D7CU · row Z8458b_D7CU

LAION-DISCO-12M

God Bless America

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

youtube_video Zh5vIDkf5oI · row Zh5vIDkf5oI

LAION-DISCO-12M

Snow

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

youtube_video ZpjxlYBl7VU · row ZpjxlYBl7VU

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What'll I Do?

Listed as Irving Berlin – What'll I Do? (The Broadway Musicals (Classic Show Tunes)) · Watch on YouTube

youtube_video _31veHjvBAI · row _31veHjvBAI

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All By Myself

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

youtube_video _bojf1xVbK0 · row _bojf1xVbK0

LAION-DISCO-12M

Hymn to the Orient

Listed as I. Berlin – Hymn to the Orient (Stella by Starlight) · Watch on YouTube

youtube_video bL01XX7PLgc · row bL01XX7PLgc

LAION-DISCO-12M

Get Thee Behind Me, Satan

Listed as Ella Fitzgerald, Irving Berlin – Get Thee Behind Me, Satan (Old Style Collection Box, Vol. 4 (9 Greats Albums 110 Songs)) · Watch on YouTube

youtube_video bpqcC_nxHtQ · row bpqcC_nxHtQ

LAION-DISCO-12M

Puttin'on the Ritz

Listed as Irvin Berlin, Mel Tormé – Puttin'on the Ritz (Golden Memory: Helen Ward, Hildegarde Loretta Sell , Irvin Berlin) · Watch on YouTube

youtube_video em27wAXhMmo · row em27wAXhMmo

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Any Bonds Today

Listed as Irving Berlin – Any Bonds Today (The Broadway Musicals (Classic Show Tunes)) · Watch on YouTube

youtube_video hlOLwLYLwo8 · row hlOLwLYLwo8

LAION-DISCO-12M

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

Listed as Irving Berlin, Dean Martin – On the Avenue: I've got my love to keep me warm (Simply ... Dino! (2020 Remaster)) · Watch on YouTube

youtube_video k8rs2PKznrM · row k8rs2PKznrM

LAION-DISCO-12M

Anything You Can Do

Listed as Irving Berlin – Anything You Can Do (The Songbook Series - There's No Business Like Show Business) · Watch on YouTube

youtube_video lYEeA7BY8D4 · row lYEeA7BY8D4

LAION-DISCO-12M

Lazy

Listed as Ella Fitzgerald, Irving Berlin – Lazy (African Mailman (The Postman Always Rings Twice for Nina & Ella)) · Watch on YouTube

youtube_video oYlwtE65ZYM · row oYlwtE65ZYM

LAION-DISCO-12M

Happy Holiday

Listed as Jackie Gleason, Irving Berlin – Happy Holiday (The Best Christmas Songs of All Time, Vol. 2) · Watch on YouTube

youtube_video pA4rNH20XaY · row pA4rNH20XaY

LAION-DISCO-12M

I Got Lost in His Arms (feat. Ethel Merman)

Listed as Irving Berlin – I Got Lost in His Arms (feat. Ethel Merman) (Annie Get Your Gun (Original Broadway Cast 1946)) · Watch on YouTube

youtube_video pI2sg83tRlE · row pI2sg83tRlE

LAION-DISCO-12M

Doin' What Comes Naturally (feat. Ethel Merman)

Listed as Irving Berlin – Doin' What Comes Naturally (feat. Ethel Merman) (Annie Get Your Gun (Original Broadway Cast 1946)) · Watch on YouTube

youtube_video qeOfBBxVcWQ · row qeOfBBxVcWQ

LAION-DISCO-12M

How About Me?

Listed as Ella Fitzgerald, Irving Berlin – How About Me? (Old Style Collection Box, Vol. 4 (9 Greats Albums 110 Songs)) · Watch on YouTube

youtube_video rtPJBeoZVjg · row rtPJBeoZVjg

LAION-DISCO-12M

I'm Putting All My Eggs in One Basket

Listed as Irving Berlin – I'm Putting All My Eggs in One Basket (The Broadway Musicals (Classic Show Tunes)) · Watch on YouTube

youtube_video u1g0jsrePmc · row u1g0jsrePmc

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Pretty Girl Is Like Melody

Listed as Irving Berlin – Pretty Girl Is Like Melody (The Broadway Musicals (Classic Show Tunes)) · Watch on YouTube

youtube_video u9MXPmpWMiI · row u9MXPmpWMiI

LAION-DISCO-12M

How Deep is the Ocean

Listed as I. Berlin – How Deep is the Ocean (101 Essential Stan Getz Classics) · Watch on YouTube

youtube_video uEGFcou4TSQ · row uEGFcou4TSQ

LAION-DISCO-12M

Alexander's Ragtime Band

Listed as Irving Berlin, Ethel Merman, Donald O' Connor, Mitzy Gaynor & Dan Dailey – Alexander's Ragtime Band (100% Classical Classics) · Watch on YouTube

youtube_video ufLkwMMBatQ · row ufLkwMMBatQ

LAION-DISCO-12M

Let's Face the Music and Dance

Listed as Irving Berlin – Let's Face the Music and Dance (The Broadway Musicals (Classic Show Tunes)) · Watch on YouTube

youtube_video viEAjeGorvg · row viEAjeGorvg

LAION-DISCO-12M

Anything You Can Do, I Can Do Better (feat. Ethel Merman)

Listed as Irving Berlin – Anything You Can Do, I Can Do Better (feat. Ethel Merman) (Annie Get Your Gun (Original Broadway Cast 1946)) · Watch on YouTube

youtube_video wN4u2YsX2Pg · row wN4u2YsX2Pg

LAION-DISCO-12M

Always (Version 2)

Listed as Irving Berlin, Tony Bennett – Always (Version 2) (Musical Moments to remember: "A lucky So-And-So" - Tony Bennett in Studio & on Stage) · Watch on YouTube

youtube_video xDAxm7BYOKo · row xDAxm7BYOKo

LAION-DISCO-12M

Remember

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

youtube_video xDUa85Deg6g · row xDUa85Deg6g

LAION-DISCO-12M

Alexander's Ragtime Band

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

youtube_video yejrxs5VVXk · row yejrxs5VVXk

LAION-DISCO-12M

Remember

Listed as Irving Berlin, Billie Holliday, Oscar Peterson – Remember (Simply ... Lady Day!) · Watch on YouTube

youtube_video zxKFNlPJpzI · row zxKFNlPJpzI

LAION-DISCO-12M

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.