Yes. Mitch Miller has 169 songs listed in a dataset used to train AI music models.

Used for training 169

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 Shrimp Boats, Whistle While You Work [From "Snow White and the Seven Dwarfs"] (feat. The Sandpipers & Anne Lloyd), Frosty the Snowman

Listed under the artist name 169 songs in LAION-DISCO-12M

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

Shrimp Boats

Listed as Jo Stafford, The Norman Luboff Choir, Mitch Miller & His Orchestra – Shrimp Boats (The USA Collection) · Watch on YouTube

youtube_video -iEGMZ6MP1g · row -iEGMZ6MP1g

LAION-DISCO-12M

Whistle While You Work [From "Snow White and the Seven Dwarfs"] (feat. The Sandpipers & Anne Lloyd)

Listed as Mitch Miller, The Sandpipers – Whistle While You Work [From "Snow White and the Seven Dwarfs"] (feat. The Sandpipers & Anne Lloyd) (Favorite Children's Songs) · Watch on YouTube

youtube_video -lFUk_QNv5g · row -lFUk_QNv5g

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Frosty the Snowman

Listed as Mitch Miller, The Gang – Frosty the Snowman (The Best Christmas Party Album Ever!) · Watch on YouTube

youtube_video 08AkMY6PRS0 · row 08AkMY6PRS0

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Silly Easter Bonnet (feat. The Sandpipers & Linda Barrie)

Listed as Mitch Miller, The Sandpipers – Silly Easter Bonnet (feat. The Sandpipers & Linda Barrie) (Favorite Children's Songs) · Watch on YouTube

youtube_video 0BCDdX6-7jE · row 0BCDdX6-7jE

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Open up Your Heart (And Let the Sunshine In) (feat. The Sandpipers, Roy Rogers & Dale Evans)

Listed as Mitch Miller, The Sandpipers – Open up Your Heart (And Let the Sunshine In) (feat. The Sandpipers, Roy Rogers & Dale Evans) (Favorite Children's Songs) · Watch on YouTube

youtube_video 4ggqAHW63gg · row 4ggqAHW63gg

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It Came Upon the Midnight Clear

Listed as Mitch Miller – It Came Upon the Midnight Clear (Christmas Album) · Watch on YouTube

youtube_video 5OSdCehdKPA · row 5OSdCehdKPA

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When You Wish Upon a Star [From "Pinocchio"] (feat. The Sandpipers & Cliff Edwards)

Listed as Mitch Miller, The Sandpipers – When You Wish Upon a Star [From "Pinocchio"] (feat. The Sandpipers & Cliff Edwards) (Favorite Children's Songs) · Watch on YouTube

youtube_video 5dE09DKbfSE · row 5dE09DKbfSE

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Flippety, Floppety Bunny (feat. The Sandpipers)

Listed as Mitch Miller, The Sandpipers – Flippety, Floppety Bunny (feat. The Sandpipers) (Favorite Children's Songs) · Watch on YouTube

youtube_video 6DnNy8GAT9o · row 6DnNy8GAT9o

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Medley

Listed as Mitch Miller – Medley (16 Most Requested Songs) · Watch on YouTube

youtube_video 6Hs1QwIxFco · row 6Hs1QwIxFco

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The Christmas Song

Listed as Mitch Miller & The Gang – The Christmas Song (Girl Crazy (original Studio Cast Recording)) · Watch on YouTube

youtube_video 6bXqlOxb_a0 · row 6bXqlOxb_a0

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There Is A Tavern In The Town / Show Me The Way To Go Home

Listed as Mitch Miller & The Gang – There Is A Tavern In The Town / Show Me The Way To Go Home (Sing Along With Mitch) · Watch on YouTube

youtube_video 6z9CXyXcd3Y · row 6z9CXyXcd3Y

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O Come, All Ye Faithful

Listed as Mitch Miller – O Come, All Ye Faithful (Christmas Album) · Watch on YouTube

youtube_video 8q3Lil7e5tI · row 8q3Lil7e5tI

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Hark! The Herald Angels Sing

Listed as Mitch Miller – Hark! The Herald Angels Sing (Christmas Album) · Watch on YouTube

youtube_video D73zP4dvrVg · row D73zP4dvrVg

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Bye Bye Blackbird

Listed as Mitch Miller & The Gang – Bye Bye Blackbird (All-Time Favourites) · Watch on YouTube

youtube_video FV8jMM6M_T4 · row FV8jMM6M_T4

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How Much Is That Doggie in the Window (feat. The Sandpipers & Anne Lloyd)

Listed as Mitch Miller, The Sandpipers – How Much Is That Doggie in the Window (feat. The Sandpipers & Anne Lloyd) (Favorite Children's Songs) · Watch on YouTube

youtube_video FayFbJbbEyA · row FayFbJbbEyA

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Whispering

Listed as Patti Page, Mitch Miller – Whispering (All My Love) · Watch on YouTube

youtube_video FfTiJFK-EW0 · row FfTiJFK-EW0

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Easter Parade (feat. The Sandpipers & Anne Lloyd)

Listed as Mitch Miller, The Sandpipers – Easter Parade (feat. The Sandpipers & Anne Lloyd) (Favorite Children's Songs) · Watch on YouTube

youtube_video GTtg91Pbepg · row GTtg91Pbepg

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Dwarf's Yodel Song and Doin' the Dopey [From "Snow White and the Seven Dwarfs"] (feat. The Sandpipers & The Seven Dwarfs)

Listed as Mitch Miller, The Sandpipers – Dwarf's Yodel Song and Doin' the Dopey [From "Snow White and the Seven Dwarfs"] (feat. The Sandpipers & The Seven Dwarfs) (Favorite Children's Songs) · Watch on YouTube

youtube_video IBBCzh6vmQk · row IBBCzh6vmQk

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Autumn Leaves

Listed as Mitch Miller – Autumn Leaves (MMMMitch!) · Watch on YouTube

youtube_video O7RuyQLjmfI · row O7RuyQLjmfI

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Yellow Rose Of Texas

Listed as Mitch Miller – Yellow Rose Of Texas (US - August - 1955) · Watch on YouTube

youtube_video P9yOlwrcBKE · row P9yOlwrcBKE

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The Whistler and His Dog

Listed as Mitch Miller – The Whistler and His Dog (The Essential Mitch Miller) · Watch on YouTube

youtube_video R25s1NuodzI · row R25s1NuodzI

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The Coventry Carol

Listed as Mitch Miller – The Coventry Carol (Christmas Album) · Watch on YouTube

youtube_video TY9eMqRi2Co · row TY9eMqRi2Co

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Oh, What a Beautiful Morning (feat. The Sandpipers, Dyck Byron, Sally Sweetland & Dick Byron)

Listed as Mitch Miller, The Sandpipers – Oh, What a Beautiful Morning (feat. The Sandpipers, Dyck Byron, Sally Sweetland & Dick Byron) (Favorite Children's Songs) · Watch on YouTube

youtube_video UQxsdaB14_Y · row UQxsdaB14_Y

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Bluddle Uddle Um Dum "The Dwarf's Washing Song" [From "Snow White and the Seven Dwarfs"] (feat. The Sandpipers & Anne Lloyd)

Listed as Mitch Miller, The Sandpipers – Bluddle Uddle Um Dum "The Dwarf's Washing Song" [From "Snow White and the Seven Dwarfs"] (feat. The Sandpipers & Anne Lloyd) (Favorite Children's Songs) · Watch on YouTube

youtube_video UqMF-LIqbCs · row UqMF-LIqbCs

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I Wish I Was a Whisker on the Easter Bunny's Chin (feat. The Sandpipers & Anne Lloyd)

Listed as Mitch Miller, The Sandpipers – I Wish I Was a Whisker on the Easter Bunny's Chin (feat. The Sandpipers & Anne Lloyd) (Favorite Children's Songs) · Watch on YouTube

youtube_video WeLBcx00NfM · row WeLBcx00NfM

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Tzena, Tzena Tzena

Listed as Mitch Miller – Tzena, Tzena Tzena (Mitch Miller and the Gang With Chorus and Orchestra) · Watch on YouTube

youtube_video Wn4MtV4G6iM · row Wn4MtV4G6iM

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Dreamy

Listed as Erroll Garner, Mitch Miller – Dreamy (Erroll Garner Piano Moods – Greatest Tracks) · Watch on YouTube

youtube_video X5dqK2_Wy58 · row X5dqK2_Wy58

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American Beauty Rose

Listed as Frank Sinatra, Mitch Miller – American Beauty Rose (I Gotta Feeling, Vol. 3) · Watch on YouTube

youtube_video XGpX9VVBybM · row XGpX9VVBybM

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I'll Be Around

Listed as Mitch Miller – I'll Be Around (Music Till Midnight / It's So Peaceful in the Country) · Watch on YouTube

youtube_video ZNWXq8XNyWY · row ZNWXq8XNyWY

LAION-DISCO-12M

Moonlight Becomes You

Listed as Mitch Miller – Moonlight Becomes You (Music Till Midnight / It's So Peaceful in the Country) · Watch on YouTube

youtube_video ZbEmn2n4zMQ · row ZbEmn2n4zMQ

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Goodnight, Ladies / Home, Sweet Home

Listed as Mitch Miller & The Gang – Goodnight, Ladies / Home, Sweet Home (All-Time Favourites) · Watch on YouTube

youtube_video c-uYDm7UkeQ · row c-uYDm7UkeQ

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Misty

Listed as Erroll Garner, Mitch Miller – Misty (Erroll Garner Piano Moods – Greatest Tracks) · Watch on YouTube

youtube_video f7YyMRQRLGo · row f7YyMRQRLGo

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I Just Can't Wait Till Christmas

Listed as Anne Lloyd, The Sandpipers, Mitch Miller and His Orchestra – I Just Can't Wait Till Christmas (First Christmas Record for Children) · Watch on YouTube

youtube_video g-sonNqVC9c · row g-sonNqVC9c

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On the Street Where You Live

Listed as Erroll Garner, Mitch Miller – On the Street Where You Live (Erroll Garner Piano Moods – Greatest Tracks) · Watch on YouTube

youtube_video hqtOsj-zecY · row hqtOsj-zecY

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The Yellow Rose Of Texas

Listed as Mitch Miller, His Orchestra, Chorus – The Yellow Rose Of Texas (Diamond Jubilee - Party Hits) · Watch on YouTube

youtube_video hsGSjwXb5ww · row hsGSjwXb5ww

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The Sleigh

Listed as Mitch Miller – The Sleigh (It's Miller Time! - Come On And Join The Party) · Watch on YouTube

youtube_video j5IDhDiarPk · row j5IDhDiarPk

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Medley

Listed as Mitch Miller – Medley (16 Most Requested Songs) · Watch on YouTube

youtube_video jxZ9RwRgn5g · row jxZ9RwRgn5g

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Lisbon Antigua

Listed as Mitch Miller – Lisbon Antigua (Mitch Miller and the Gang With Chorus and Orchestra) · Watch on YouTube

youtube_video kS85XOHTmIE · row kS85XOHTmIE

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Crackerjack Christmas

Listed as The Sandpipers, Mitch Miller and His Orchestra – Crackerjack Christmas (First Christmas Record for Children) · Watch on YouTube

youtube_video o4ygavQbNGw · row o4ygavQbNGw

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It's So Peaceful in the Country

Listed as Mitch Miller – It's So Peaceful in the Country (Music Till Midnight / It's So Peaceful in the Country) · Watch on YouTube

youtube_video oisSDzQp4qc · row oisSDzQp4qc

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Yankee Doodle_The Girl I Left B

Listed as Mitch Miller – Yankee Doodle_The Girl I Left B (It's Miller Time! - Come On And Join The Party) · Watch on YouTube

youtube_video pwNNZqXd4hY · row pwNNZqXd4hY

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Humpty Dumpty (Original Song Theme 1956 Little Golden from ''Humpty Dumpty'')

Listed as Mitch Miller and Orchestra – Humpty Dumpty (Original Song Theme 1956 Little Golden from ''Humpty Dumpty'') (Songs and Tales for Children) · Watch on YouTube

youtube_video py33m8LjJu8 · row py33m8LjJu8

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Other Voices

Listed as Erroll Garner, Mitch Miller – Other Voices (Erroll Garner Piano Moods – Greatest Tracks) · Watch on YouTube

youtube_video q9ESgCMrKMc · row q9ESgCMrKMc

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What Child Is This (Greensleeves)

Listed as Mitch Miller – What Child Is This (Greensleeves) (Christmas Album) · Watch on YouTube

youtube_video sa90pZqKbDU · row sa90pZqKbDU

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Who's Afraid of the Big Bad Wolf [From "Three Little Pigs"] (feat. The Sandpipers & Anne Lloyd)

Listed as Mitch Miller, The Sandpipers – Who's Afraid of the Big Bad Wolf [From "Three Little Pigs"] (feat. The Sandpipers & Anne Lloyd) (Favorite Children's Songs) · Watch on YouTube

youtube_video uf1hRihuiMg · row uf1hRihuiMg

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I'll Take You Home Again, Kathleen

Listed as Mitch Miller & The Sing-Along Gang – I'll Take You Home Again, Kathleen (The Essential Mitch Miller) · Watch on YouTube

youtube_video vijnb3HI4CE · row vijnb3HI4CE

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Ain't We Got Fun

Listed as Mitch Miller & The Gang – Ain't We Got Fun (All-Time Favourites) · Watch on YouTube

youtube_video y3ag0CRt5Zo · row y3ag0CRt5Zo

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Let The Rest Of The World Go By

Listed as Mitch Miller & The Gang – Let The Rest Of The World Go By (Sing Along With Mitch) · Watch on YouTube

youtube_video yPzRSOhDtGA · row yPzRSOhDtGA

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Bell Bottom Trousers / Be Kind To Your Web-Footed Friends

Listed as Mitch Miller & The Gang – Bell Bottom Trousers / Be Kind To Your Web-Footed Friends (Sing Along With Mitch) · Watch on YouTube

youtube_video zNKRHqJwdxc · row zNKRHqJwdxc

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That Old Gang Of Mine

Listed as Mitch Miller & The Gang – That Old Gang Of Mine (Sing Along With Mitch) · Watch on YouTube

youtube_video zq5o8jhK5kw · row zq5o8jhK5kw

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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.