Center for Language & Speech Processing(CLSP), JHU Courses

Weighted Finite State Automata and Linear Algebra - JSALT 2023 Team Presentation

Explore weighted finite state automata and linear algebra in speech and language processing through a comprehensive JSALT 2023 team presentation by Lucas Ondel Yang.

• YouTube
• 2 hours 36 minutes
• Self-Paced
• Free Video

Representation and Metric Learning Advances for Face and Speaker Biometric Systems

Explore advances in representation and metric learning for face and speaker biometric systems, enhancing accuracy and efficiency in identity verification.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Time Independent ICA through a Fisher Game

Explore Extreme Physical Information theory and its application to Independent Component Analysis through a Fisher game framework. Learn about quantum mechanical connections and data reconstruction techniques.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

NLP at Scale Made Easy on Jean Zay - JSALT 2023

Discover techniques for scaling NLP on Jean Zay supercomputer. Learn from experts about efficient large-scale natural language processing implementation and best practices.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Deep Learning for Protein Structure Discovery

Explore deep learning techniques for uncovering protein structures, revolutionizing molecular biology and drug discovery.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Textless NLP: Towards Language Processing from Raw Audio

Explore language processing from raw audio, focusing on textless NLP techniques and their potential applications in natural language understanding.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Peer-Reviewed Journal of AI-Agents: A Challenging LLM Competition - Lecture

Explore a challenging LLM competition for AI agents in this talk by Isabelle Guyon, discussing peer-reviewed journals and innovative approaches in the field.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Large Scale Universal Speech Generative Models

Explore cutting-edge speech generative models, including Voicebox, and their applications in multilingual TTS, style conversion, and content editing. Learn about scalable approaches for audio AI.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Network Models for Game Theory and Economics - 2004

Explore graph-theoretic models for game theory and economics, covering Nash equilibria, social networks, and connections to probabilistic modeling and inference.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

Automatic Detection and Monitoring of Parkinson's Disease from Language and Speech

Explore cutting-edge techniques for detecting and monitoring Parkinson's disease through speech and language analysis, presented by PhD student Anna Favaro from Johns Hopkins University.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

Becoming Teammates: Designing Assistive, Collaborative Machines

Explore the design of intelligent machines for human-machine teamwork, focusing on onboarding, error management, and ad hoc collaboration, with applications in supporting older adults aging in place.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Cellular Cooperation in Cochlear Mechanics

Explore contrasting views of cochlear mechanics, including Hopf bifurcations and 3-D simulations, to understand nonlinear cochlear responses and their implications.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Retrieving Complex Answers through Knowledge Graph and Text

Explore algorithms for retrieving complex answers by combining knowledge graphs and text. Learn techniques to identify relevant entities, relations, and explanatory passages for comprehensive query responses.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Empowering Responsible Use of Large Language Models

Explore watermarking techniques for text and models to identify AI-generated content and protect LLM intellectual property. Learn theoretical foundations and empirical evidence for responsible AI use.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Syntactic Models of Alignment for Machine Translation - 2005

Explore tree-based models for aligning parallel text, including syntactic and inferred structures, and delve into theoretical aspects of Synchronous Context Free Grammars in translation.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video