Healthcare NLP for Data Scientists

سرفصل های دوره

Unlock your NLP power with Healthcare NLP, the most popular NLP library in the healthcare industry

1. Introduction

1. Healthcare NLP for Data Scientists course overview

2. Course Structure

3. How to obtain a Healthcare NLP license for the course.html

2. Text Embeddings

1.1 AverageEmbeddings.ipynb.html

1. AverageEmbeddings

2.1 BertSentenceChunkEmbeddings.ipynb.html

2. BertSentenceChunkEmbeddings

3.1 ChunkSentenceSplitter.ipynb.html

3. ChunkSentenceSplitter

4.1 EntityChunkEmbeddings.ipynb.html

4. EntityChunkEmbeddings

3. Text Processing

1.1 AnnotationMerger.ipynb.html

1. AnnotationMerger

2.1 Replacer.ipynb.html

2. Replacer

3.1 Chunk2Token.ipynb.html

3. Chunk2Token

4.1 ChunkKeyPhraseExtraction.ipynb.html

4. ChunkKeyPhraseExtraction

5.1 DateNormalizer.ipynb.html

5. DateNormalizer

6.1 DrugNormalizer.ipynb.html

6. DrugNormalizer

7.1 IOBTagger.ipynb.html

7. IOBTagger

8.1 NerDisambiguator.ipynb.html

8. NerDisambiguator

9.1 NerChunker.ipynb.html

9. NerChunker

10. Flattener

11.1 NerQuestionGenerator.ipynb.html

11. NerQuestionGenerator

12. InternalDocumentSplitter

4. NER

1. RegexMatcher

2.1 NerConverterInternal.ipynb.html

2. NerConverter

3.1 MedicalNerApproach.ipynb.html

3. Ner Model Inference

4.1 MedicalNerModel.ipynb.html

4. NerModel

5.1 MedicalBertForTokenClassifier.ipynb.html

5. BertForTokenClassifier

6.1 ChunkFilterer.ipynb.html

6. ChunkFilterer

7.1 ChunkFiltererApproach.ipynb.html

7. ChunkFilterer Model Inference

8.1 ChunkMapperApproach.ipynb.html

8. ChunkMerge Model Inference

9.1 ChunkMergeModel.ipynb.html

9.2 ChunkMergeModel.ipynb.html

9. ChunkMergeModel

10.1 ChunkConverter.ipynb.html

10. ChunkConverter

11.1 ContextualParserModel.ipynb.html

11. ContextualParserModel

12.1 ZeroShotNerModel.ipynb.html

12. ZeroShotNerModel

13.1 ContextualParserModel.ipynb.html

13. ContextualParser Model Inference

14. EntityRuler

15. TextMatcher

5. Assertion Status Detection

1.1 AssertionChunkConverter.ipynb.html

1. AssertionChunkConverter

2.1 AssertionFilterer.ipynb.html

2. AssertionFilterer

3.1 AssertionDLModel.ipynb.html

3. AssertionDLModel

4. AssertionLogReg Model Inference

5.1 AssertionLogRegModel.ipynb.html

5. AssertionLogRegModel

6.1 AssertionDLApproach.ipynb.html

6. AssertionDL Model Inference

6. Relation Extraction

1.1 RelationExtractionModel.ipynb.html

1. RelationExtractionModel

2.1 RelationExtractionDLModel.ipynb.html

2. RelationExtractionDLModel

3.1 RelationExtractionApproach.ipynb.html

3. RelationExtraction Model Inference Pt1

4.1 RelationExtractionApproach.ipynb.html

4. RelationExtraction Model Inference Pt2

5.1 RENerChunksFilter.ipynb.html

5. RENerChunksFilter

6.1 ZeroShotRelationExtractionModel.ipynb.html

6. ZeroShotRelationExtractionModel

7. Text Classification

1.1 FeaturesAssembler.ipynb.html

1. FeaturesAssembler

2.1 MedicalDistilBertForSequenceClassification.ipynb.html

2. DistilBertForSequenceClassification

3.1 MedicalBertForSequenceClassification.ipynb.html

3. BertForSequenceClassification

4.1 GenericClassifierApproach.ipynb.html

4. GenericClassifier Model Inference

5.1 GenericSVMClassifierModel.ipynb.html

5. GenericSVMClassifierModel

6.1 GenericLogRegClassifierApproach.ipynb.html

6. GenericLogRegClassifier Model Inference

7.1 GenericClassifierModel.ipynb.html

7. GenericClassifierModel

8.1 GenericSVMClassifierApproach.ipynb.html

8. GenericSVMClassifier Model Inference

9.1 DocumentMLClassifierApproach.ipynb.html

9. DocumentMLClassifier Model Inference

10.1 DocumentMLClassifierModel.ipynb.html

10. DocumentMLClassifierModel

11.1 Notebook.html

11. FewShotClassifier

12.1 Notebook.html

12. WindowedSentenceModel

13.1 Notebook.html

13. DocumentLogRegClassifier

14.1 Notebook.html

14. DocumentFiltererByClassifier

8. Entity Resolution for Medical Terminologies

1.1 Resolution2Chunk.ipynb.html

1. Resolution2Chunk

2.1 ChunkMapperModel.ipynb.html

2. ChunkMapperModel

3.1 DocMapperModel.ipynb.html

3. DocMapperModel

4.1 DocMapperApproach.ipynb.html

4. DocMapper Model Inference

5.1 ChunkMapperApproach.ipynb.html

5. ChunkMapper Model Inference Pt1

6.1 ChunkMapperApproach.ipynb.html

6. ChunkMapper Model Inference Pt2

7.1 ChunkMapperFilterer.ipynb.html

7. ChunkMapperFilterer

8.1 Doc2ChunkInternal.ipynb.html

8. Doc2Chunk

9.1 Router.ipynb.html

9. Router

10.1 ResolverMerger.ipynb.html

10. ResolverMerger

11.1 SentenceEntityResolverModel.ipynb.html

11. SentenceEntityResolverModel

12.1 SentenceEntityResolverApproach.ipynb.html

12. SentenceEntityResolver Model Inference

9. De-identification and Obfuscate PHI Data

1.1 ReIdentification.ipynb.html

1. ReIdentification

2.1 NameChunkObfuscatorApproach.ipynb.html

2. NameChunkObfuscator Model Inference

3.1 NameChunkObfuscator.ipynb.html

3. NameChunkObfuscator

4.1 DocumentHashCoder.ipynb.html

4. DocumentHashCoder

5.1 DeIdentification.ipynb.html

5.2 DeIdentificationModel.ipynb.html

5. DeIdentification DeIdentificationModel Pt1

6.1 DeIdentification.ipynb.html

6.2 DeIdentificationModel.ipynb.html

6. DeIdentification DeIdentificationModel Pt2

10. Text Summarization

1.1 MedicalSummarizer.ipynb.html

1. Summarizer

2. ExtractiveSummarization

11. QuestionAnswering

1.1 Medical Question Answering.ipynb.html

1. QuestionAnswering

12. Text Generation

1.1 MedicalTextGenerator.ipynb.html

1. TextGenerator

45,900 تومان

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خرید دانلودی فوری

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تولید کننده: Udemy