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[ CourseWikia.com ] Advanced AI - NLP Techniques For Clinical Datasets
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The healthcare industry is one of the fastest growing sectors using AI applications and techniques. When working with clinical data, written text forms a major part of how scenarios and treatment progression are documented. With the advent and availability of more and more digital health data, this course provides hands-on lessons at making sense of clinical text data using natural language processing (NLP) techniques. Join instructor Wuraola Oyewusi as she explores how to apply natural language processing to clinical and biomedical data. Topics covered include clinical named entity recognition, clinical entity resolution, word and sentence level text representation, and transformers for clinical text.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Use NLP techniques for your data.mp4
3.6 MB
~Get Your Files Here !/01 - Introduction/01 - Use NLP techniques for your data.srt
1.2 KB
~Get Your Files Here !/01 - Introduction/02 - What you should know.mp4
481.2 KB
~Get Your Files Here !/01 - Introduction/02 - What you should know.srt
425 B
~Get Your Files Here !/01 - Introduction/03 - How to use the exercise files.mp4
3.9 MB
~Get Your Files Here !/01 - Introduction/03 - How to use the exercise files.srt
1.5 KB
~Get Your Files Here !/02 - 1. Clinical Named Entity Recognition (CNER)/01 - What is clinical named entity recognition (CNER).mp4
7.8 MB
~Get Your Files Here !/02 - 1. Clinical Named Entity Recognition (CNER)/01 - What is clinical named entity recognition (CNER).srt
5.9 KB
~Get Your Files Here !/02 - 1. Clinical Named Entity Recognition (CNER)/02 - Clinical named entity recognition using scispaCy.mp4
19.4 MB
~Get Your Files Here !/02 - 1. Clinical Named Entity Recognition (CNER)/02 - Clinical named entity recognition using scispaCy.srt
6.2 KB
~Get Your Files Here !/03 - 2. Clinical Entity Resolution/01 - What is clinical entity resolution.mp4
6 MB
~Get Your Files Here !/03 - 2. Clinical Entity Resolution/01 - What is clinical entity resolution.srt
5.1 KB
~Get Your Files Here !/03 - 2. Clinical Entity Resolution/02 - Medical abbreviation resolution with scispaCy.mp4
11.1 MB
~Get Your Files Here !/03 - 2. Clinical Entity Resolution/02 - Medical abbreviation resolution with scispaCy.srt
3.1 KB
~Get Your Files Here !/03 - 2. Clinical Entity Resolution/03 - Entity linkage and resolution with a biomedical knowledge base.mp4
16.9 MB
~Get Your Files Here !/03 - 2. Clinical Entity Resolution/03 - Entity linkage and resolution with a biomedical knowledge base.srt
5.8 KB
~Get Your Files Here !/04 - 3. Clinical Text Representation/01 - What is clinical text representation.mp4
4.7 MB
~Get Your Files Here !/04 - 3. Clinical Text Representation/01 - What is clinical text representation.srt
3.6 KB
~Get Your Files Here !/04 - 3. Clinical Text Representation/02 - Clinical text representation using fastText.mp4
24.2 MB
~Get Your Files Here !/04 - 3. Clinical Text Representation/02 - Clinical text representation using fastText.srt
8.5 KB
~Get Your Files Here !/04 - 3. Clinical Text Representation/03 - Clinical text representation using Universal Sentence Encoder (USE).mp4
9 MB
~Get Your Files Here !/04 - 3. Clinical Text Representation/03 - Clinical text representation using Universal Sentence Encoder (USE).srt
2.8 KB
~Get Your Files Here !/05 - 4. Transformers for Clinical Text/01 - What are transformers.mp4
4.7 MB
~Get Your Files Here !/05 - 4. Transformers for Clinical Text/01 - What are transformers.srt
3.1 KB
~Get Your Files Here !/05 - 4. Transformers for Clinical Text/02 - Clinical diagnosis prediction using transformers.mp4
8.2 MB
~Get Your Files Here !/05 - 4. Transformers for Clinical Text/02 - Clinical diagnosis prediction using transformers.srt
3.7 KB
~Get Your Files Here !/05 - 4. Transformers for Clinical Text/03 - Clinical named entity recognition using transformers.mp4
7 MB
~Get Your Files Here !/05 - 4. Transformers for Clinical Text/03 - Clinical named entity recognition using transformers.srt
2.7 KB
~Get Your Files Here !/05 - 4. Transformers for Clinical Text/04 - Clinical word prediction using transformers.mp4
9.6 MB
~Get Your Files Here !/05 - 4. Transformers for Clinical Text/04 - Clinical word prediction using transformers.srt
3.3 KB
~Get Your Files Here !/06 - Conclusion/01 - Next steps.mp4
1005.8 KB
~Get Your Files Here !/06 - Conclusion/01 - Next steps.srt
769 B
~Get Your Files Here !/Bonus Resources.txt
386 B
~Get Your Files Here !/Ex_Files_Advanced_AI_NLP_Techniques_Clinical_Datasets.zip
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