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

Exploring Geometric Representational Disparities Between Multilingual and Bilingual Translation Models

Analyze geometric differences in representations from bilingual vs. multilingual translation models, focusing on isotropy and intrinsic dimensionality to understand performance disparities.

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

Identifying Minimalist Languages from Dependency Structures

Explore dependency structures to identify minimalist languages, delving into linguistic theory and computational approaches with Ed Stabler.

• YouTube
• 1 hour 24 minutes
• Self-Paced
• Free Video

Extracting Speaker and Emotion Information from Self-Supervised Speech Models

Explore techniques for extracting speaker and emotion data from self-supervised speech models, enhancing speech recognition and analysis capabilities.

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

What Can Large Language Models Tell Us About Language? - JSALT 2023

Explore insights into language revealed by Large Language Models through Benoit CRABBE's JSALT 2023 presentation, examining their implications for linguistic understanding.

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

Introduction to Speaker Identification and Deep Fake Context - JSALT 2023

Explore speaker identification and deepfake context in this JSALT 2023 talk, covering key concepts and challenges in audio forensics and verification.

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

Natural Language Processing

Explore fundamental concepts and applications of Natural Language Processing in this comprehensive lecture from JSALT 2023, covering key techniques and current trends.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Data Fairness and Human Language Technology Research

Explore data fairness challenges in language technology research, focusing on ethical considerations and inclusive practices for diverse linguistic communities.

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

Inductive Databases and Knowledge Scouts

Explore intelligent agents for automated knowledge discovery in databases using KGL-1 scripts. Learn about association rules, graphs, and real-world applications in medical and youth behavior data mining.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

Speaker Diarization - Lecture 1

Explore speaker diarization techniques and advancements with expert Herve Bredin in this comprehensive JSALT 2023 workshop session.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Speech Segmentation - JSALT 2023

Explore speech segmentation techniques and applications in this comprehensive lecture from the JSALT 2023 workshop, featuring expert insights from Marie Tahon.

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

From Mechanistic Interpretability to Mechanistic Reasoning

Explore methods for simulating machine reasoning by localizing and modifying knowledge representations in language models. Discover critical subnetworks and learn about RECKONING, a new reasoning algorithm.

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

Where Does Negative Transfer Come From? On the Implicit Bias of SGD in Multi-Task Learning

Explore negative transfer in multi-task learning, examining task conflict, optimization temperature, and SGD's implicit bias. Gain insights into generalization challenges in neural networks.

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

Better Together: Text and Context - JSALT 2023

Explore text and context integration in language processing, examining innovative approaches and their impact on NLP applications at JSALT 2023.

• YouTube
• 2 hours 17 minutes
• Self-Paced
• Free Video

Discriminative Classification with Incomplete Data - Lecture

Explore advanced discriminative classification techniques for structured data with missing information, focusing on maximum entropy principles and large margin methods for robust decision-making.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Deep Learning Interpretability and Explainability of Speech in a Clinical Context

Explore deep learning interpretability and explainability of speech in clinical settings, focusing on advanced techniques and their practical applications.

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