Yes. Ella Fitzgerald has 562 songs listed in a dataset used to train AI music models.

Used for training 562

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 Mack The Knife, Isn't It Romantic?, Cheek To Cheek (Live)

Listed under the artist name 562 songs in LAION-DISCO-12M

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

Mack The Knife

Listed as Ella Fitzgerald – Mack The Knife (Swinging Jazz Favorites) · Watch on YouTube

youtube_video -WalgQw2lMU · row -WalgQw2lMU

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Isn't It Romantic?

Listed as Ella Fitzgerald – Isn't It Romantic? (Ella Fitzgerald Sings The Rodgers And Hart Song Book) · Watch on YouTube

youtube_video -Wqa1ctKmeg · row -Wqa1ctKmeg

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Cheek To Cheek (Live)

Listed as Ella Fitzgerald – Cheek To Cheek (Live) (Cheek To Cheek (Live)) · Watch on YouTube

youtube_video 0194YsJoDmI · row 0194YsJoDmI

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T'aint What You Do

Listed as Ella Fitzgerald – T'aint What You Do (The Best Jazz) · Watch on YouTube

youtube_video 1k4ufgmMARk · row 1k4ufgmMARk

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It Don't Mean A Thing (If It Ain't Got That Swing)

Listed as Ella Fitzgerald – It Don't Mean A Thing (If It Ain't Got That Swing) (Ella Fitzgerald Sings The Duke Ellington Song Book) · Watch on YouTube

youtube_video 3y_d_aQg2xI · row 3y_d_aQg2xI

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Smooth Sailing (feat. Ella Fitzgerald)

Listed as Ella Fitzgerald – Smooth Sailing (feat. Ella Fitzgerald) (Lullabies Of Birdland) · Watch on YouTube

youtube_video 4AwtMftumSo · row 4AwtMftumSo

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Knock Me A Kiss

Listed as Ella Fitzgerald – Knock Me A Kiss (Let's Swing) · Watch on YouTube

youtube_video 7ctS5gqaGw8 · row 7ctS5gqaGw8

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Puttin' On the Ritz

Listed as Ella Fitzgerald – Puttin' On the Ritz (Ella Fitzgerald Sings the Irving Berlin Song Book) · Watch on YouTube

youtube_video 9hRHxRwThnk · row 9hRHxRwThnk

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I'm Making Believe

Listed as Ella Fitzgerald – I'm Making Believe (Ella Fitzgerald Selected Favorites Volume 3) · Watch on YouTube

youtube_video BeyYrbLxp3Y · row BeyYrbLxp3Y

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Sleigh Ride

Listed as Ella Fitzgerald – Sleigh Ride (Ella Wishes You A Swinging Christmas (Expanded Edition)) · Watch on YouTube

youtube_video GB2pLsMBGuU · row GB2pLsMBGuU

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Lover Come Back to Me

Listed as Ella Fitzgerald – Lover Come Back to Me (Summertime Blues: A Music Collection) · Watch on YouTube

youtube_video I4NeuP0Cr2Y · row I4NeuP0Cr2Y

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Taking a Chance On Love

Listed as Ella Fitzgerald – Taking a Chance On Love (Songs for a Valentine's Day) · Watch on YouTube

youtube_video Idv_YJVxq0M · row Idv_YJVxq0M

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Mack The Knife (Live)

Listed as Ella Fitzgerald – Mack The Knife (Live) (Mack The Knife (Live)) · Watch on YouTube

youtube_video Iu2ps6pqxv8 · row Iu2ps6pqxv8

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It's Only A Paper Moon

Listed as Ella Fitzgerald – It's Only A Paper Moon (Ella Fitzgerald Selected Favorites Volume 4) · Watch on YouTube

youtube_video KfI79Y9_GRw · row KfI79Y9_GRw

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Stella By Starlight

Listed as Ella Fitzgerald – Stella By Starlight (Clap Hands, Here Comes Charlie! (Expanded Edition)) · Watch on YouTube

youtube_video L4Xv63dSM7Q · row L4Xv63dSM7Q

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The Very Thought of You

Listed as Ella Fitzgerald – The Very Thought of You (Ella Swings Gently With Nelson) · Watch on YouTube

youtube_video LOZj4Pdkeb0 · row LOZj4Pdkeb0

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Moonlight Serenade

Listed as Ella Fitzgerald – Moonlight Serenade (Sings Sweet Songs For Swingers) · Watch on YouTube

youtube_video LuhCJu2Q7H4 · row LuhCJu2Q7H4

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The Lady Is A Tramp

Listed as Ella Fitzgerald – The Lady Is A Tramp (Ella Fitzgerald Sings The Rodgers And Hart Song Book) · Watch on YouTube

youtube_video M_D2NyNMOvc · row M_D2NyNMOvc

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These Foolish Things (Live At Teatro Sistina, Rome, Italy / 1958)

Listed as Ella Fitzgerald – These Foolish Things (Live At Teatro Sistina, Rome, Italy / 1958) (Ella In Rome - The Birthday Concert) · Watch on YouTube

youtube_video NoxRqGWsbLA · row NoxRqGWsbLA

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Summertime (Live (1958/Chicago))

Listed as Ella Fitzgerald – Summertime (Live (1958/Chicago)) (Live At Mister Kelly's) · Watch on YouTube

youtube_video NprXJD2uAhU · row NprXJD2uAhU

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What Are You Doing New Year's Eve?

Listed as Ella Fitzgerald – What Are You Doing New Year's Eve? (Ella Wishes You A Swinging Christmas (Expanded Edition)) · Watch on YouTube

youtube_video Pv3ViYBnMog · row Pv3ViYBnMog

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April In Paris

Listed as Ella Fitzgerald and Louis Armstrong – April In Paris (Ella And Louis) · Watch on YouTube

youtube_video QE_UwQyCF6k · row QE_UwQyCF6k

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Too Darn Hot

Listed as Ella Fitzgerald – Too Darn Hot (Ella Fitzgerald Sings The Cole Porter Song Book) · Watch on YouTube

youtube_video SgUO9KYjvwM · row SgUO9KYjvwM

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Got the Spring Fever Blues

Listed as Ella Fitzgerald – Got the Spring Fever Blues (Ella Fitzgerald First Lady of Song, Vol. 1) · Watch on YouTube

youtube_video SkwAKLC0-0E · row SkwAKLC0-0E

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A Foggy Day

Listed as Ella Fitzgerald and Louis Armstrong – A Foggy Day (Ella And Louis) · Watch on YouTube

youtube_video VSfz55wYy1A · row VSfz55wYy1A

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Anything Goes

Listed as Ella Fitzgerald – Anything Goes (Ella Fitzgerald Sings The Cole Porter Song Book) · Watch on YouTube

youtube_video VqwwgpXqOZY · row VqwwgpXqOZY

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That's when your heartaches begin

Listed as Ella Fitzgerald & The Ink Spots – That's when your heartaches begin (I Don't Want To Set The World On Fire) · Watch on YouTube

youtube_video ZFYoy4p36lw · row ZFYoy4p36lw

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I Got Rhythm

Listed as Ella Fitzgerald – I Got Rhythm (Ella Fitzgerald Sings The George And Ira Gershwin Song Book) · Watch on YouTube

youtube_video ZUgIl-BXjM8 · row ZUgIl-BXjM8

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I Love Paris

Listed as Ella Fitzgerald – I Love Paris (Ella Fitzgerald Sings The Cole Porter Song Book) · Watch on YouTube

youtube_video b7a9rhiLfgQ · row b7a9rhiLfgQ

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Old McDonald

Listed as Ella Fitzgerald – Old McDonald (Whisper Not) · Watch on YouTube

youtube_video bcEoOaFBkjg · row bcEoOaFBkjg

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Sleigh Ride

Listed as Ella Fitzgerald – Sleigh Ride (Ella Wishes You a Swinging Christmas) · Watch on YouTube

youtube_video bgapfscIFJQ · row bgapfscIFJQ

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Stormy Weather

Listed as Ella Fitzgerald – Stormy Weather (Ella Fitzgerald Sings The Harold Arlen Song Book) · Watch on YouTube

youtube_video biDNZAKQ_lM · row biDNZAKQ_lM

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Embraceable You

Listed as Ella Fitzgerald – Embraceable You (Ella Fitzgerald Sings The George And Ira Gershwin Song Book) · Watch on YouTube

youtube_video c5e4pG_DiJc · row c5e4pG_DiJc

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I Can't Give You Anything But Love

Listed as Ella Fitzgerald – I Can't Give You Anything But Love (Dedicated to Love) · Watch on YouTube

youtube_video cPPLnhu_LqU · row cPPLnhu_LqU

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Fascinating Rhythm

Listed as Ella Fitzgerald – Fascinating Rhythm (Ella Fitzgerald Sings The George And Ira Gershwin Song Book) · Watch on YouTube

youtube_video dhUykylV1Ms · row dhUykylV1Ms

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September Song

Listed as Ella Fitzgerald – September Song (Ella Fitzgerald Sings Songs from "Let No Man Write My Epitaph) · Watch on YouTube

youtube_video f88yoLs0yl0 · row f88yoLs0yl0

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Have Yourself A Merry Little Christmas

Listed as Ella Fitzgerald – Have Yourself A Merry Little Christmas (Ella Wishes You A Swinging Christmas (Expanded Edition)) · Watch on YouTube

youtube_video fE9asL7_874 · row fE9asL7_874

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Into Each Life Some Rain Must Fall (feat. The Ink Spots)

Listed as Ella Fitzgerald – Into Each Life Some Rain Must Fall (feat. The Ink Spots) (Presenting...The Best of the Blues - Vol. 2) · Watch on YouTube

youtube_video fgFEZpX1uXo · row fgFEZpX1uXo

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O Come All Ye Faithful

Listed as Ella Fitzgerald – O Come All Ye Faithful (Christmas Songs, Vol. 1) · Watch on YouTube

youtube_video hV6bb1ggcIc · row hV6bb1ggcIc

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Frosty The Snowman

Listed as Ella Fitzgerald – Frosty The Snowman (Ella Wishes You A Swinging Christmas (Expanded Edition)) · Watch on YouTube

youtube_video lVSQnn7asKs · row lVSQnn7asKs

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The Man I Love

Listed as Ella Fitzgerald – The Man I Love (Ella Fitzgerald Sings The George And Ira Gershwin Song Book) · Watch on YouTube

youtube_video niSe3a33K4g · row niSe3a33K4g

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In A Sentimental Mood

Listed as Ella Fitzgerald – In A Sentimental Mood (Ella Fitzgerald Sings The Duke Ellington Song Book) · Watch on YouTube

youtube_video p76xJm-meUA · row p76xJm-meUA

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Black Coffee

Listed as Ella Fitzgerald – Black Coffee (Ella Fitzgerald Sings Songs from "Let No Man Write My Epitaph) · Watch on YouTube

youtube_video papI8E_2MVg · row papI8E_2MVg

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Slap That Bass

Listed as Ella Fitzgerald – Slap That Bass (Do You Hear Jazz?, Vol. 2) · Watch on YouTube

youtube_video uzNIkPLhka4 · row uzNIkPLhka4

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My Romance

Listed as Ella Fitzgerald – My Romance (Ella Fitzgerald Sings The Rodgers And Hart Song Book) · Watch on YouTube

youtube_video vyCG2CTH6O8 · row vyCG2CTH6O8

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Love Is Here to Stay

Listed as Ella Fitzgerald – Love Is Here to Stay (Ella Fitzgerald Sings Gershwin and Arlen) · Watch on YouTube

youtube_video xksGW9wb6HM · row xksGW9wb6HM

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Mack The Knife (Live At The Deutschlandhalle, Berlin, 1960) (feat. The Paul Smith Quartet)

Listed as Ella Fitzgerald – Mack The Knife (Live At The Deutschlandhalle, Berlin, 1960) (feat. The Paul Smith Quartet) (Mack The Knife: Ella In Berlin) · Watch on YouTube

youtube_video xsJig4Tus1o · row xsJig4Tus1o

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Manhattan

Listed as Ella Fitzgerald – Manhattan (Ella Fitzgerald Sings The Rodgers And Hart Song Book) · Watch on YouTube

youtube_video yRDCYlurraM · row yRDCYlurraM

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It's a Blue World

Listed as Ella Fitzgerald – It's a Blue World (140 Greatest Jazz Classics) · Watch on YouTube

youtube_video yVev4HnjZlQ · row yVev4HnjZlQ

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I've Got A Crush On You

Listed as Ella Fitzgerald – I've Got A Crush On You (Ella Sings Gershwin) · Watch on YouTube

youtube_video zagbUusu3q0 · row zagbUusu3q0

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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.