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

3D Human Body Modeling - From Basics to Advanced Techniques

Explore 3D human body modeling techniques, from basic 3D vision to advanced pose estimation and motion synthesis using LLMs, for applications in surveillance and human-computer interaction.

• YouTube
• 1 hour 34 minutes
• Self-Paced
• Free Video

Collection Fusion - 2009

Explore advanced techniques for merging and analyzing diverse data collections, enhancing information retrieval and data mining capabilities.

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

Speech and Language Processing: Where Have We Been and Where Are We Going - 2003

Explore the past, present, and future of speech and language processing with insights on technological trends, data mining, and shifting priorities in the field.

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

AI and the Impending Revolution in Brain Sciences - 2002

Explore the synergy between AI and brain sciences, examining how AI architectures interpret brain activity data and how machine learning discovers patterns in neurological research.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Engineering, Science and Scholarship in Linguistics - 2000

Explore linguistic engineering and science divergences through Yoruba enclitics and Mawukakan compounds. Examine the role of traditional linguistic scholarship in modern language studies.

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

AutoML for Natural Language Processing - EACL 2013 Tutorial

Explore AutoML techniques for NLP, covering hyperparameter optimization and neural architecture search to improve model-building rigor and efficiency.

• YouTube
• 2 hours 44 minutes
• Self-Paced
• Free Video

Repetition, Adaptation and Language Modeling - 1999

Explore adaptive language models, focusing on word repetition patterns and their impact on content-rich terms like proper nouns and technical terminology.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Tutorial on Information Extraction - Part 1

Explore fundamental concepts and techniques of information extraction in this comprehensive tutorial by Ralph Weischedel, covering key aspects of extracting structured data from unstructured text.

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

Sequence Kernels for Speaker and Speech Recognition

Explore sequence kernels for speaker and speech recognition, focusing on generative kernels and their applications in feature extraction and classification using HMMs, GMMs, and SVMs.

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

Building Data-Efficient and Reliable Applications with Large Language Models

Explore data-efficient tuning methods and factuality evaluation for building reliable multilingual LLM applications. Learn strategies to overcome challenges in specialized domains and high-trust scenarios.

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

Unleashing the Potential of Large Language Models Through Task and Data Engineering

Explore advancements in Large Language Models, including open-source XGen LLMs, reasoning techniques, low-resource language applications, and knowledge distillation. Discuss limitations and future innovations in the field.

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

Streaming Sequence Transduction through Dynamic Compression

Explore efficient sequence-to-sequence transduction with STAR, a novel Transformer-based model for streaming ASR and simultaneous speech-to-text tasks.

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

Fighting Bias from Bias: Robust Natural Language Techniques to Promote Health Equity

Explore AI's role in addressing health disparities, examining clinical phenotyping, language model robustness, and efforts to identify stigmatizing language in medical records.

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

Adversarial and Poisoning Attacks Against Speech Systems - Where to Find Them

Explore vulnerabilities in machine learning systems, focusing on poisoning and adversarial attacks. Learn strategies, defense mechanisms, and implications for AI security.

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

Artificial Language Learning and Language Acquisition - 2000

Explore infant language acquisition mechanisms through artificial language studies, revealing insights into innate and learned factors in cognitive development.

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