end-to-end models

DataFunTalk

Dec 14, 2021 · Artificial Intelligence

Speech Translation: Enterprise Applications and Research

This article presents an overview of speech translation, discusses its motivations and applications at ByteDance, compares cascade and end‑to‑end modeling approaches, introduces advanced encoder and decoder designs such as LUT, Chimera, and COSTT, outlines progressive multi‑task training and data‑augmentation strategies, and shares experimental results and Q&A.

AIAudio Processingend-to-end models

0 likes · 16 min read

Speech Translation: Enterprise Applications and Research

Beike Product & Technology

Jul 8, 2021 · Artificial Intelligence

Applying End-to-End Deep Learning Models for Real Estate Agent Churn Prediction

This article reviews the evolution of end-to-end deep learning models, describes how they were adapted and optimized for a real‑estate broker churn‑warning scenario, and presents experimental results showing significant improvements in AUC, KS and lift over traditional classifiers.

Deep LearningRecommendation systemschurn prediction

0 likes · 17 min read

Applying End-to-End Deep Learning Models for Real Estate Agent Churn Prediction

Beike Product & Technology

Jul 1, 2021 · Artificial Intelligence

Semantic Data Augmentation and GigaSpeech: Highlights of Two INTERSPEECH 2021 Papers from the Beike Voice Team

The article summarizes two INTERSPEECH 2021 papers from Beike's voice technology team, detailing a grammar‑based semantic data augmentation method that improves end‑to‑end Chinese speech recognition and introducing GigaSpeech, a massive 10,000‑hour multilingual English speech dataset for robust ASR research.

GigaSpeechInterspeechSpeech Recognition

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Semantic Data Augmentation and GigaSpeech: Highlights of Two INTERSPEECH 2021 Papers from the Beike Voice Team