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DataFunSummit
DataFunSummit
Jul 18, 2024 · Artificial Intelligence

Tencent Music Tianqin Lab’s Practice and Applications of Audio Representation Large Models

This article reviews Tencent Music Tianqin Lab’s research on audio representation large models, covering background, the evolution of audio features, self‑supervised methods such as SimCLR, BYOL, MAE, MLM, benchmark results, multimodal extensions, and real‑world applications like song authenticity detection and search ranking.

Tencent Musicaudio representationlarge models
0 likes · 20 min read
Tencent Music Tianqin Lab’s Practice and Applications of Audio Representation Large Models
DataFunSummit
DataFunSummit
Feb 8, 2024 · Artificial Intelligence

Tencent Music Tianqin Lab's Applications and Practices of Audio Quality AIGC

The article details Tencent Music's Tianqin Lab research on audio quality AIGC, covering background upgrades, music separation techniques, real‑time super‑resolution, the industry‑first premium master‑track technology, and a Q&A on vocal separation, illustrating practical AI-driven audio enhancements.

AIGCAudio AIMastering
0 likes · 7 min read
Tencent Music Tianqin Lab's Applications and Practices of Audio Quality AIGC
DataFunSummit
DataFunSummit
Oct 22, 2022 · Big Data

Tencent Music's Data Asset Management and Governance Practices

The article details Tencent Music's data governance journey, describing the background of rapid resource growth, challenges in cost management, a multi‑layered governance methodology—including metadata, tiered storage, and a Lego metadata platform—and the resulting improvements in resource utilization and data quality.

Tencent Musicbig datadata governance
0 likes · 14 min read
Tencent Music's Data Asset Management and Governance Practices
DataFunSummit
DataFunSummit
Jul 14, 2022 · Artificial Intelligence

Next‑Generation Song Recognition: From Audio Fingerprints to Cover Detection

This article reviews the limitations of traditional audio‑fingerprint song identification, surveys the evolution of cover‑song detection techniques, and details Tencent Music’s Lyra‑CoverNet system—including embedding extraction, sequence retrieval, automated labeling, deployment results, and future research directions—demonstrating how deep learning advances enable more accurate and scalable music recognition.

Tencent Musicaudio fingerprintcover detection
0 likes · 10 min read
Next‑Generation Song Recognition: From Audio Fingerprints to Cover Detection
DataFunTalk
DataFunTalk
Feb 4, 2022 · Databases

Exploring Tencent Music's Knowledge Graph: Architecture, Database Selection, and Search Applications

This article details Tencent Music's music knowledge graph, covering data classification, graph database evaluation, system architecture, online and offline data pipelines, advanced search use cases, and practical business scenarios, illustrating how graph technology enhances intelligent retrieval and recommendation.

NebulaGraphSearchTencent Music
0 likes · 11 min read
Exploring Tencent Music's Knowledge Graph: Architecture, Database Selection, and Search Applications
DataFunTalk
DataFunTalk
Jan 15, 2022 · Artificial Intelligence

Multimodal + Music: MMatch Series Technologies and Their Applications at Tencent Music

This article presents the multimodal learning demands of QQ Music, introduces the MMatch series of multimodal matching technologies—including image‑text matching, music similarity, AI tagging, and video scoring—and details their practical applications in business scenarios such as merchant public‑play, search, recommendation, and future product ideas.

Artificial IntelligenceRecommendation systemsTencent Music
0 likes · 25 min read
Multimodal + Music: MMatch Series Technologies and Their Applications at Tencent Music
DataFunTalk
DataFunTalk
Jul 12, 2021 · Artificial Intelligence

Tencent Music Live Streaming Recommendation System: Architecture, Challenges, and Model Design

This article presents an in‑depth overview of Tencent Music's live‑streaming recommendation system, covering business background, system architecture, recall and ranking model designs, multi‑modal extensions, and advanced training techniques such as DSSM, ESMM, GradNorm, and CGC to improve user engagement and conversion.

AIDSSMLive Streaming
0 likes · 13 min read
Tencent Music Live Streaming Recommendation System: Architecture, Challenges, and Model Design
DataFunTalk
DataFunTalk
Apr 2, 2021 · Artificial Intelligence

Engineering Practices of the K‑Song Recommendation System at Tencent Music

This article presents a comprehensive technical overview of the K‑Song recommendation platform, covering its backend architecture, the evolution of recall strategies, feature management and ranking pipelines, large‑scale deduplication techniques, and the debugging and monitoring infrastructure that support high‑performance personalized music recommendations.

DeduplicationK‑SongRanking
0 likes · 23 min read
Engineering Practices of the K‑Song Recommendation System at Tencent Music