Speech Recognition Courses and Certifications

Center for Language & Speech Processing(CLSP), JHU

Finite State Methods with Modern Neural Architectures for Speech Applications and Beyond

Explore finite state methods integrated with neural architectures for advanced speech applications and beyond in this comprehensive JSALT 2023 workshop.

• YouTube
• 2 hours 47 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Speech, Language, and Machine Learning

Explore speech, language, and machine learning concepts with Jeff A. Bilmes from the University of Washington in this comprehensive lecture.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Integrating Evidence Over Time: Conditional Models for Speech and Audio Processing

Explore conditional random fields for speech recognition and auditory scene analysis, integrating local acoustic evidence over time sequences to improve event detection and classification.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Top-Down Auditory Processing and Why Yahoo Cares - 2008

Explore top-down auditory processing, its importance in noisy environments, and applications in internet data analysis. Gain insights from visual and auditory perception examples.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Target-Speaker Methods for Speech Recognition - Overlapping Speech Solutions

Explore advanced techniques for multi-talker ASR, including GPU-accelerated processing, wake-word leveraging, and self-supervised models to improve speech recognition in challenging environments.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Visual Features for Context-Aware Speech Recognition - 2016

Explore visual features for context-aware speech recognition, improving transcription of consumer-generated multimedia content by adapting acoustic and language models to detected objects and scenes.

• YouTube
• 1 hour
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Challenges and Advancements in Speaker Diarization and Recognition for Naturalistic Data

Explore advancements in speech technology for analyzing human interactions, focusing on child learning spaces and NASA APOLLO missions. Gain insights into ML-based audio processing and diarization techniques.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Zipf's Law Suggests a Three-Pronged Approach to Inclusive Speech Recognition

Explore Zipf's law in speech recognition, from frequent words to OOV challenges. Discover how power-law distributions impact language technologies and inclusive ASR development for diverse communities.

• YouTube
• 55 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Reducing Confusions and Ambiguities in Speech Translation - 2005

Explore techniques to enhance speech translation by addressing accent-related confusions, named entity recognition, and semantics-based disambiguation for improved accuracy and understanding.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Transliteration-Based Approaches for Multilingual and Code-Switched Languages

Explore innovative approaches for multilingual ASR systems, focusing on code-switching challenges and transliteration-based solutions to improve accuracy and scalability in diverse linguistic environments.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Binary and Multiclass Calibration in Speaker and Language Recognition

Explore probabilistic classification calibration in speaker and language recognition, focusing on cross-entropy's role in optimizing classifier performance across diverse applications.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Speech Recognition in the Context of Variability: Lessons from Human Listeners

Explore how human listeners adapt to speech variability, leveraging systematic variance for robust phonetic constancy. Gain insights into cognitive processes underlying speech recognition and communication.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Auditory Attention: From Saliency to Models to Applications

Explore auditory attention models and applications, from saliency to speech recognition, understanding human-machine interactions through implicit signals like eye gaze and face pose.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Speech Recognition Research: Parallels with Astronomy Development

Explore speech recognition's state-of-the-art, drawing parallels with astronomy's development. Examine cautionary tales from astronomy and biology, encouraging audience participation.

• YouTube
• 45 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Multilingual Speech to Speech Translation for Under-Resourced Languages

Explore cutting-edge AI techniques for seamless multilingual communication, focusing on under-resourced languages through multi-modal and transfer learning approaches.

• YouTube
• 3 hours 7 minutes
• On-Demand
• Free Video