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Overview
Course Objectives
The aim of the Natural Language Processing (NLP) course offered by Örebro University is to obtain expertise in applying neural networks and deep learning methods to solve problems in NLP.
Knowledge and understanding
- Completing this course gives the student the basic knowledge of Natural Language Processing (NLP), different methods, and learn how different natural language problems can be viewed, and solved.
Applied Knowledge and Skills
- The student will learn how to solve different NLP problems, by deploying statistical and machine learning methods. The focus of this course is on deploying deep learning for various NLP problems.
Making judgments and attitudes
- After completing this course, the student will be able to assess how deep learning methods of NLP is suitable for NLP problems. Analyzing problems, finding the correct methodology, and deploying techniques in different applications.
Programme Structure
The program focuses on:
- NLP and its applications
- Text structure analysis: Morphological, morpho-syntactic analysis, syntax, extraction and filtering
- NN for NLP: Neural networks, sequential learning, tweaks and tunning neural networks
- Text classification: Learning taxonomy, classification, learning regime, Metrics
- Semantic space: Semantics of language, formal representation, vector representation, word embeddings
- Sequence2Sequence: Neural machine translation, encode-decoder architecture, attention
- Advanced Topics: Structure prediction, dialog and virtual assistants, combination of image and NLP, ethics in NLP
Key information
Duration
- Part-time
- 3 days
Start dates & application deadlines
- StartingApplication deadline not specified.
Language
English
Credits
3 ECTS
Delivered
Online
Disciplines
Data Science & Big Data Artificial Intelligence View 9 other Short Courses in Artificial Intelligence in SwedenAcademic requirements
We are not aware of any specific GRE, GMAT or GPA grading score requirements for this programme.
English requirements
We are not aware of any English requirements for this programme.
Other requirements
General requirements
- At least 180 credits including 15 credits programming as well as qualifications corresponding to the course "English 5"/"English A" from the Swedish Upper Secondary School.
Tuition Fee
Funding
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