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MIT 6.S191 - Automatic Speech Recognition

Alexander Amini and Massachusetts Institute of Technology via YouTube

Overview

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This lecture presents the technical design of an end-to-end automatic speech recognition system. It covers speech features, subword units, attention-based encoder-decoders, CTC, language models, decoding, evaluation, data selection, and bias mitigation using human-transcribed data.

Syllabus

Intro
Rev Data
Word Error Rate
Organization Entity
Test Benchmark
Data Selection
Speech Input
Subword Units
Melscale
Encoder Decoder
Speech Recognition
AttentionBased ASR
ConnectionistTemporal Classification
Language Models
Questions

Taught by

https://www.youtube.com/@AAmini/videos

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