CS 224S: Spoken Language Processing (LINGUIST 285)
Introduction to spoken language technology with an emphasis on dialogue and conversational systems. Deep learning and other methods for automatic speech recognition, speech synthesis, affect detection, dialogue management, and applications to digital assistants and spoken language understanding systems. Prerequisites:
CS 124, 221, 224N, or 229.
Last offered: Spring 2017
CS 224U: Natural Language Understanding (LINGUIST 188, LINGUIST 288)
Project-oriented class focused on developing systems and algorithms for robust machine understanding of human language. Draws on theoretical concepts from linguistics, natural language processing, and machine learning. Topics include lexical semantics, distributed representations of meaning, relation extraction, semantic parsing, sentiment analysis, and dialogue agents, with special lectures on developing projects, presenting research results, and making connections with industry. Prerequisites: one of
LINGUIST 180,
CS 124,
CS 224N,
CS224S, or
CS221; and logical/semantics such as
LINGUIST 130A or B,
CS 157, or
PHIL150
Terms: Spr
| Units: 3-4
Instructors:
MacCartney, B. (PI)
;
Potts, C. (PI)
;
Bhaskaran, J. (TA)
...
more instructors for CS 224U »
Instructors:
MacCartney, B. (PI)
;
Potts, C. (PI)
;
Bhaskaran, J. (TA)
;
Farhangi, A. (TA)
;
Geiger, A. (TA)
;
Kim, M. (TA)
;
Li, L. (TA)
;
Wang, C. (TA)
;
Yerukola, A. (TA)
;
Zhou, X. (TA)
LINGUIST 188: Natural Language Understanding (CS 224U, LINGUIST 288)
Project-oriented class focused on developing systems and algorithms for robust machine understanding of human language. Draws on theoretical concepts from linguistics, natural language processing, and machine learning. Topics include lexical semantics, distributed representations of meaning, relation extraction, semantic parsing, sentiment analysis, and dialogue agents, with special lectures on developing projects, presenting research results, and making connections with industry. Prerequisites: one of
LINGUIST 180,
CS 124,
CS 224N,
CS224S, or
CS221; and logical/semantics such as
LINGUIST 130A or B,
CS 157, or
PHIL150
Terms: Spr
| Units: 3-4
Instructors:
MacCartney, B. (PI)
;
Potts, C. (PI)
;
Bhaskaran, J. (TA)
...
more instructors for LINGUIST 188 »
Instructors:
MacCartney, B. (PI)
;
Potts, C. (PI)
;
Bhaskaran, J. (TA)
;
Farhangi, A. (TA)
;
Geiger, A. (TA)
;
Kim, M. (TA)
;
Li, L. (TA)
;
Wang, C. (TA)
;
Yerukola, A. (TA)
;
Zhou, X. (TA)
LINGUIST 288: Natural Language Understanding (CS 224U, LINGUIST 188)
Project-oriented class focused on developing systems and algorithms for robust machine understanding of human language. Draws on theoretical concepts from linguistics, natural language processing, and machine learning. Topics include lexical semantics, distributed representations of meaning, relation extraction, semantic parsing, sentiment analysis, and dialogue agents, with special lectures on developing projects, presenting research results, and making connections with industry. Prerequisites: one of
LINGUIST 180,
CS 124,
CS 224N,
CS224S, or
CS221; and logical/semantics such as
LINGUIST 130A or B,
CS 157, or
PHIL150
Terms: Spr
| Units: 3-4
Instructors:
MacCartney, B. (PI)
;
Potts, C. (PI)
;
Bhaskaran, J. (TA)
...
more instructors for LINGUIST 288 »
Instructors:
MacCartney, B. (PI)
;
Potts, C. (PI)
;
Bhaskaran, J. (TA)
;
Farhangi, A. (TA)
;
Geiger, A. (TA)
;
Kim, M. (TA)
;
Li, L. (TA)
;
Wang, C. (TA)
;
Yerukola, A. (TA)
;
Zhou, X. (TA)
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