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

Multi-scale Analysis and Visualization of Pitch Structures in Music

1 rating

Explore multi-scale analysis techniques for visualizing pitch structures in musical compositions through computational methods and data representation.

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

Direct Models for Word Alignment and Machine Translation - Arabic to English

1 rating

Explore direct models for word alignment and machine translation, focusing on Arabic-English applications. Learn about supervised training, improved alignments, and recent advancements in the field.

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

Condition-Aware Self-Supervised Learning Representation for Generalized Speech Processing

1 rating

Discover how Condition-Aware Self-Supervised Learning Representation enhances speech processing through dynamic language and speaker embeddings, improving performance across multiple speech-related tasks.

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

Detecting Deceptive Speech

Discover how computational linguistics and speech analysis techniques can identify deception patterns in human communication through advanced signal processing methods.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

Finding Acoustic Regularities in Speech - From Words to Segments

Explore acoustic patterns in speech processing, from word-level analysis to phonetic segments, with expert insights from MIT's Jim Glass.

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

Elements of Inference

Explore fundamental principles of statistical inference and probabilistic reasoning with expert insights from MIT's renowned machine learning researcher.

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

Complexity Metrics for Surface Structure Parsing

Explore complexity metrics for surface structure parsing in computational linguistics and natural language processing applications.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Rational Kernels - A General Machine Learning Framework for the Analysis of Text

Discover rational kernels as a powerful machine learning framework for analyzing text and sequential data through advanced kernel methods and computational techniques.

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

Only Connect! Two Explorations in Using Graphs for IR and NLP

Explore graph-based approaches for information retrieval and natural language processing through two innovative research investigations.

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

Forest Based Search Algorithms in Parsing Machine Translation

Discover forest-based search algorithms for parsing in machine translation, exploring advanced computational linguistics techniques and optimization methods.

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

Predicting Syntax - Processing Dative Constructions in American and Australian Varieties

Explore how dative constructions vary between American and Australian English through computational syntax prediction methods and cross-linguistic processing analysis.

• YouTube
• 1 hour 28 minutes
• Self-Paced
• Free Video

Unsupervised Training of an HMM-Based Speech Recognizer for Topic Classification

Discover unsupervised HMM training techniques for speech recognition systems focused on automatic topic classification without labeled data.

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

Broadening Statistical Machine Translation with Comparable Corpora and Generalized Models

Explore advanced statistical machine translation techniques using comparable corpora and generalized methods for improved cross-lingual processing.

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

Are Linear Models Right for Language?

Explore the fundamental question of whether linear models are suitable for natural language processing through expert analysis and theoretical insights.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Machine Learning - Lecture I

Discover foundational machine learning concepts and algorithms through expert instruction from Johns Hopkins' Center for Language & Speech Processing.

• YouTube
• 1 hour 27 minutes
• Self-Paced
• Free Video