This course equips learners with essential skills to prepare text data for further analysis.
Intermediate
60 Lessons
16h
Certificate of Completion
This course equips learners with essential skills to prepare text data for further analysis.
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This course includes
This course includes
Course Overview
This course is designed to empower you with essential skills for effectively handling text data in the context of natural language processing (NLP). You’ll embark on a transformative journey that will equip you with a solid foundation in text manipulation, enabling you to tackle the challenges of unstructured data. The course discusses both fundamental and advanced text preprocessing techniques. You’ll learn how to clean text and remove noise, irrelevant characters, and inconsistencies in text data. Once ...
What You'll Learn
An understanding of the significance of text preprocessing in natural language processing and its impact on text analysis tasks
Hands-on experience applying various text-cleaning techniques, including the use of regular expressions and lowercase and uppercase transformations
The ability to evaluate the effectiveness of different text normalization techniques
Familiarity with designing and implementing different text representation models, such as bag-of-words and TF-IDF
Hands-on experience applying various text preprocessing techniques and models in a real-world application
What You'll Learn
An understanding of the significance of text preprocessing in natural language processing and its impact on text analysis tasks
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Course Content
About This Course
Introduction To Text Preprocessing
Regular Expressions
Irrelevant Text Data
Basic Text Preprocessing Techniques
Indexing
6 Lessons
Text Transformation
6 Lessons
Text Representation
6 Lessons
Text Feature Engineering
6 Lessons
Advanced Text Preprocessing
6 Lessons
N-grams
5 Lessons
Conclusion
1 Lesson
Course Author
Trusted by 1.4 million developers working at companies
Anthony Walker
@_webarchitect_
Evan Dunbar
ML Engineer
Carlos Matias La Borde
Software Developer
Souvik Kundu
Front-end Developer
Vinay Krishnaiah
Software Developer
Eric Downs
Musician/Entrepeneur
Kenan Eyvazov
DevOps Engineer
Souvik Kundu
Front-end Developer
Eric Downs
Musician/Entrepeneur
Anthony Walker
@_webarchitect_
Evan Dunbar
ML Engineer
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