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CS224U: Natural Language Understanding. Instructors: Prof. Christopher Potts and Prof. Bill MacCartney, Department of Linguistics and Computer Science, Stanford University.
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- Learn basic syntax that can apply to any language.
- Learn what is a programming language and the basic concepts for beginners.
- Understand what is Javascript in it's truest form.
- Know the basic syntax of Javascript.
- Know some hidden quirks in Javascript.
Description
From conversational agents to automated trading and search queries, natural language understanding underpins many of today's most exciting technologies. How do we build these models to understand language efficiently and reliably? In this project-oriented course, you will develop systems and algorithms for robust machine understanding of human language. The course draws on theoretical concepts from linguistics, natural language processing, and machine learning. You can find more information about this course, such as lecture slides and syllabus, here. (from Stanfordonline)
Course content
- Lecture 01 – Course Overview Unlimited
- Lecture 02 – Word Vectors, Part 1 Unlimited
- Lecture 03 – Word Vectors, Part 2 Unlimited
- Lecture 04 – Word Vectors, Part 3 Unlimited
- Lecture 05 – Sentiment Analysis, Part 1 Unlimited
- Lecture 06 – Sentiment Analysis, Part 2 Unlimited
- Lecture 07 – Relation Extraction Unlimited
- Lecture 08 – NLI (Natural Language Inference), Part 1 Unlimited
- Lecture 09 – NLI, Part 2 Unlimited
- Lecture 10 – Grounding Unlimited
- Lecture 11 – Semantic Parsing Unlimited
- Lecture 12 – Evaluation Methods Unlimited
- Lecture 13 – Evaluation Metrics Unlimited
- Lecture 14 – Contextual Vectors Unlimited
- Lecture 15 – Presenting Your Work Unlimited
Instructor
