Report nptelhrd built from the datasets alone

Yes. nptelhrd has 49 videos listed in datasets used to train and test AI models.

This page only knows about the videos the datasets list. To check every upload on the channel:

Used for training and testing 49

videos in AudioSet

A list of about a million ten-second YouTube clips, each labelled with the sounds in it, that Google published in 2017. Labs use it to train and test general audio and music models.

Including Mod-1 Lec-2 Harmonic and Periodic Motions, Vibration Terminology, Lecture - 5 Harmonic Oscillator (Continued), Lec-31 Learning Mechanisms in RBF

AudioSet 49 videos, 49 rows

Mod-1 Lec-2 Harmonic and Periodic Motions, Vibration Terminology

Clip 30s to 40s · Open clip on YouTube · Labels: Music, Harmonic

youtube_video OyqHoJ2Wd8Q · row balanced_train:OyqHoJ2Wd8Q:30:40

AudioSetbalanced_train

Lecture - 5 Harmonic Oscillator (Continued)

Clip 30s to 40s · Open clip on YouTube · Labels: Music, Harmonic

youtube_video jGyLbqYOW9I · row balanced_train:jGyLbqYOW9I:30:40

AudioSetbalanced_train

Lec-31 Learning Mechanisms in RBF

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video -fWIiLZfcqE · row unbalanced_train:-fWIiLZfcqE:30:40

AudioSetunbalanced_train

Lecture - 25 Flow of water through soils - VI

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video 0cLlGToKQeA · row unbalanced_train:0cLlGToKQeA:30:40

AudioSetunbalanced_train

Lecture - 31 Cellular Telephone Systems

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video 1bMxOihQinM · row unbalanced_train:1bMxOihQinM:30:40

AudioSetunbalanced_train

Lecture - 10 Front-end Ac-Dc Converter with harmonic control

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video 2p-0l7k4SuA · row unbalanced_train:2p-0l7k4SuA:30:40

AudioSetunbalanced_train

Lecture - 10 Linear Prediction of Speech

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video 4uQsp10rGKU · row unbalanced_train:4uQsp10rGKU:30:40

AudioSetunbalanced_train

Lecture 37 Water Distribution Networks

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video 5NzMt6PErYo · row unbalanced_train:5NzMt6PErYo:30:40

AudioSetunbalanced_train

Lecture - 4 Harmonic Oscillator and Molecular Vibration

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video 6-O8A0zTrJU · row unbalanced_train:6-O8A0zTrJU:30:40

AudioSetunbalanced_train

Lecture - 29 Boiling and Condensation - 1

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video 6OGnB9tywtI · row unbalanced_train:6OGnB9tywtI:30:40

AudioSetunbalanced_train

Lecture -39 Search Engine And Web Crawlers: Part-II

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video 8NcBcsIdPSA · row unbalanced_train:8NcBcsIdPSA:30:40

AudioSetunbalanced_train

Lecture - 28 Recovery Mechanisms II

Clip 0s to 10s · Open clip on YouTube · Labels: Mantra, Music

youtube_video BQujBzSlEZc · row unbalanced_train:BQujBzSlEZc:0:10

AudioSetunbalanced_train

Lec-23 Strengthening Mechanisms Part-I

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video CBMAT25Orj0 · row unbalanced_train:CBMAT25Orj0:30:40

AudioSetunbalanced_train

Lecture 16 - Propeller 'behind' a ship

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video DLWjpptd7as · row unbalanced_train:DLWjpptd7as:30:40

AudioSetunbalanced_train

Lec-23 Summer&Winter Air Conditioning

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video EK8l2zZ55wI · row unbalanced_train:EK8l2zZ55wI:30:40

AudioSetunbalanced_train

Lec-24 Strengthening Mechanisms Part-I

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video FD557dzqz28 · row unbalanced_train:FD557dzqz28:30:40

AudioSetunbalanced_train

Lec-18 Small Signal Stability of a Single Machine Infinite Bus System-Part-1

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video FwlpLlACGs8 · row unbalanced_train:FwlpLlACGs8:30:40

AudioSetunbalanced_train

Lecture - 21 Wind Energy I

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video GExTwRNkQBg · row unbalanced_train:GExTwRNkQBg:30:40

AudioSetunbalanced_train

Mod-4 Lec-1 Forced Harmonic Vibration, Magnification Factor

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video GFd-uHttAeU · row unbalanced_train:GFd-uHttAeU:30:40

AudioSetunbalanced_train

Lec-12 Steam Turbine-Impulse

Clip 0s to 10s · Open clip on YouTube · Labels: Music

youtube_video HpoilOJ1Ahc · row unbalanced_train:HpoilOJ1Ahc:0:10

AudioSetunbalanced_train

Lec-22 Psychometric Processes(Contd...), Air Conditioning

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video Hvwct5mhrdo · row unbalanced_train:Hvwct5mhrdo:30:40

AudioSetunbalanced_train

Lecture - 31 Boiling and Condensation - 3

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video IKeSm42bKD8 · row unbalanced_train:IKeSm42bKD8:30:40

AudioSetunbalanced_train

Lec-6 Property of Pure Substance, Steam Table

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video LUZrZJJ7zNQ · row unbalanced_train:LUZrZJJ7zNQ:30:40

AudioSetunbalanced_train

Lecture - 13 Simulation of Harmonic Oscillators

Clip 30s to 40s · Open clip on YouTube · Labels: Music, Harmonic

youtube_video Ln_R4w9PrEM · row unbalanced_train:Ln_R4w9PrEM:30:40

AudioSetunbalanced_train

Transverse Vibrations of Strings - II

Clip 10s to 20s · Open clip on YouTube · Labels: Music, Speech

youtube_video M3967MensIY · row unbalanced_train:M3967MensIY:10:20

AudioSetunbalanced_train

Lecture - 25 Ship Motion in Regular Waves - I

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video MSZa0yW0dfk · row unbalanced_train:MSZa0yW0dfk:30:40

AudioSetunbalanced_train

Lecture - 24 Wind Energy - IV

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video NmL3qsfR8lI · row unbalanced_train:NmL3qsfR8lI:30:40

AudioSetunbalanced_train

Lec-4 Nonlinear Activation Units and Learning Mechanisms

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video O4rU2pImSeo · row unbalanced_train:O4rU2pImSeo:30:40

AudioSetunbalanced_train

Module - 13 Lecture - 1 Glass and Timber : Glass

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video OPj8xMrun7E · row unbalanced_train:OPj8xMrun7E:30:40

AudioSetunbalanced_train

Lecture - 36 Noise in Phase and Frequency Modulation systems

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video P9QBGe-_XKY · row unbalanced_train:P9QBGe-_XKY:30:40

AudioSetunbalanced_train

Lecture - 14 Propeller in Open Water Part - I

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video QsvW8kmee1E · row unbalanced_train:QsvW8kmee1E:30:40

AudioSetunbalanced_train

Lecture - 34 Performance of AM Systems in Noise

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video WAA_W0ADkKA · row unbalanced_train:WAA_W0ADkKA:30:40

AudioSetunbalanced_train

Lecture - 30 Boiling and Condensation - 2

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video WR3sVzPMBTY · row unbalanced_train:WR3sVzPMBTY:30:40

AudioSetunbalanced_train

Lecture -35 Noise in AM and Angle Modulation Systems

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video WT1Y97riAQQ · row unbalanced_train:WT1Y97riAQQ:30:40

AudioSetunbalanced_train

Lecture - 24 Forces Developing and Acting In Machine Tools

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video YlEvgLfkeNs · row unbalanced_train:YlEvgLfkeNs:30:40

AudioSetunbalanced_train

Lecture - 37 Water Jet Machining and Abrasive Water Jet

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video bR4bPOz6uCI · row unbalanced_train:bR4bPOz6uCI:30:40

AudioSetunbalanced_train

Lecture19 - Triggering Mechanisms of Flip Flops and Counters

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video ducP54YIS08 · row unbalanced_train:ducP54YIS08:30:40

AudioSetunbalanced_train

Lecture - 28 Ship Motion in irregular Waves - I

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video eLGOerOihw4 · row unbalanced_train:eLGOerOihw4:30:40

AudioSetunbalanced_train

Lecture - 43 Selection of Air Conditioning Systems

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video ebKsxjzrcH4 · row unbalanced_train:ebKsxjzrcH4:30:40

AudioSetunbalanced_train

Module - 13 Lecture - 2 Glass and Timber: Timber

Clip 50s to 60s · Open clip on YouTube · Labels: Music

youtube_video hekPE3PZGTg · row unbalanced_train:hekPE3PZGTg:50:60

AudioSetunbalanced_train

Lecture - 10 Enzyme Mechanisms I

Clip 380s to 390s · Open clip on YouTube · Labels: Music, Speech, Sitar

youtube_video jUUeR4o_2-0 · row unbalanced_train:jUUeR4o_2-0:380:390

AudioSetunbalanced_train

Mod-5 Lec-4 Forced Harmonic Vibration

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video lME0kH37liY · row unbalanced_train:lME0kH37liY:30:40

AudioSetunbalanced_train

Lecture - 41 Pulse Code Modulation

Clip 0s to 10s · Open clip on YouTube · Labels: Music

youtube_video l_SqkcP6hZ4 · row unbalanced_train:l_SqkcP6hZ4:0:10

AudioSetunbalanced_train

Lecture - 38 Air Conditioning Systems

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video nvUhiXD63Eg · row unbalanced_train:nvUhiXD63Eg:30:40

AudioSetunbalanced_train

Lecture - 11 Enzyme Mechanisms II

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video qJgEmewoPbw · row unbalanced_train:qJgEmewoPbw:30:40

AudioSetunbalanced_train

Lecture - 29 Wind Electrical Conversion - III

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video tpSeT0-qOJU · row unbalanced_train:tpSeT0-qOJU:30:40

AudioSetunbalanced_train

Lecture - 32 Boiling and Condensation - 4

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video ug7cGo1ZCUg · row unbalanced_train:ug7cGo1ZCUg:30:40

AudioSetunbalanced_train

Lecture - 29 Recovery Mechanisms III

Clip 0s to 10s · Open clip on YouTube · Labels: Mantra, Music

youtube_video vgxJxwWxoVI · row unbalanced_train:vgxJxwWxoVI:0:10

AudioSetunbalanced_train

Lecture - 37 Psychrometry of Air Conditioning Systems

Clip 30s to 40s · Open clip on YouTube · Labels: Music

youtube_video yqpR7udHBEA · row unbalanced_train:yqpR7udHBEA:30:40

AudioSetunbalanced_train

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

Keep a copy

Download the evidence (PDF) JSON Check another name

Share this page https://youtrained.com/r/nptelhrd-yt_UC640y4UvDAlya_WOj5U4pfA

Provenance

JSON export SHA-256 26066c220ff901d992f188245cd262dc143f4e39b7bc826756a3c987501ff8a7

Dataset versions indexed

Dataset	File	Rows	Loaded	SHA-256
audioset	balanced_train_segments.csv	8,836	2026-09-24T10:30:36+00:00	`3b83e5ff9ed72cfd…`
audioset	eval_segments.csv	7,848	2026-09-24T10:30:36+00:00	`f7055f53935f70e7…`
audioset	unbalanced_train_segments.csv	1,063,333	2026-09-24T10:30:43+00:00	`bb2dfd5e4f1ced39…`
laion_disco_12m	train-00000-of-00005.parquet	2,464,184	2026-09-24T12:18:19+00:00	`f8b1f0034f8f1e94…`
laion_disco_12m	train-00001-of-00005.parquet	2,464,183	2026-09-24T12:32:29+00:00	`71d78ad14ee3f85d…`
laion_disco_12m	train-00002-of-00005.parquet	2,464,183	2026-09-24T12:49:06+00:00	`0feba570a0e8e73c…`
laion_disco_12m	train-00003-of-00005.parquet	2,464,183	2026-09-24T13:06:37+00:00	`21a77d99fd85ad2f…`
laion_disco_12m	train-00004-of-00005.parquet	2,464,183	2026-09-24T13:24:36+00:00	`6ac5f59958b6b813…`
musiccaps	musiccaps-public.csv	5,521	2026-09-24T10:29:42+00:00	`8cc109ac507b5e5a…`

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. This report is informational and is not legal advice. It shows that identifiers matching your work are present in the named public research datasets; it does not establish how any particular company used them. If you are the subject of this page and want it removed, see removals.