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[ CoursePig.com ] Linkedin - Hands-On Natural Language Processing (2022)
TORRENT SUMMARY
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Dexterity at deriving insight from text data is a competitive edge for businesses and individual contributors. This course with instructor Wuraola Oyewusi is designed to help developers make sense of text data and increase their relevance. This is a hands-on course teaching practical application of major natural language processing tasks. Learn how to replicate the knowledge gained into the data that you work with. This course includes a background of each task’s process flow, use cases, and a coding . Some of the topics covered are named entity recognition, text summarization, topic modeling, and sentiment analysis.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Gain insights from unstructured text data.mp4
3.7 MB
~Get Your Files Here !/01 - Introduction/01 - Gain insights from unstructured text data.srt
1.3 KB
~Get Your Files Here !/01 - Introduction/02 - What you should know.mp4
528.5 KB
~Get Your Files Here !/01 - Introduction/02 - What you should know.srt
479 B
~Get Your Files Here !/01 - Introduction/03 - Exercise files.mp4
2.6 MB
~Get Your Files Here !/01 - Introduction/03 - Exercise files.srt
1.3 KB
~Get Your Files Here !/02 - 1. Named Entity Recognition (NER)/01 - What is named entity recognition (NER).mp4
6.3 MB
~Get Your Files Here !/02 - 1. Named Entity Recognition (NER)/01 - What is named entity recognition (NER).srt
4.1 KB
~Get Your Files Here !/02 - 1. Named Entity Recognition (NER)/02 - NER with spaCy.mp4
8 MB
~Get Your Files Here !/02 - 1. Named Entity Recognition (NER)/02 - NER with spaCy.srt
3.2 KB
~Get Your Files Here !/02 - 1. Named Entity Recognition (NER)/03 - Data preprocessing for custom NER.mp4
10.6 MB
~Get Your Files Here !/02 - 1. Named Entity Recognition (NER)/03 - Data preprocessing for custom NER.srt
4.1 KB
~Get Your Files Here !/02 - 1. Named Entity Recognition (NER)/04 - Custom model training with spaCy.mp4
10.2 MB
~Get Your Files Here !/02 - 1. Named Entity Recognition (NER)/04 - Custom model training with spaCy.srt
5 KB
~Get Your Files Here !/03 - 2. Topic Modeling/01 - Introduction to topic modeling.mp4
6 MB
~Get Your Files Here !/03 - 2. Topic Modeling/01 - Introduction to topic modeling.srt
4.3 KB
~Get Your Files Here !/03 - 2. Topic Modeling/02 - Data preprocessing for topic modeling.mp4
14.7 MB
~Get Your Files Here !/03 - 2. Topic Modeling/02 - Data preprocessing for topic modeling.srt
7.2 KB
~Get Your Files Here !/03 - 2. Topic Modeling/03 - Topic modeling with Gensim.mp4
17.1 MB
~Get Your Files Here !/03 - 2. Topic Modeling/03 - Topic modeling with Gensim.srt
6.1 KB
~Get Your Files Here !/03 - 2. Topic Modeling/04 - Topic modeling visualization with pyLDAvis.mp4
8.4 MB
~Get Your Files Here !/03 - 2. Topic Modeling/04 - Topic modeling visualization with pyLDAvis.srt
4.8 KB
~Get Your Files Here !/03 - 2. Topic Modeling/05 - Model evaluation for topic modeling.mp4
4.7 MB
~Get Your Files Here !/03 - 2. Topic Modeling/05 - Model evaluation for topic modeling.srt
2.3 KB
~Get Your Files Here !/04 - 3. Text Summarization/01 - What is text summarization.mp4
4.9 MB
~Get Your Files Here !/04 - 3. Text Summarization/01 - What is text summarization.srt
3.6 KB
~Get Your Files Here !/04 - 3. Text Summarization/02 - Text extraction for summarization.mp4
11.8 MB
~Get Your Files Here !/04 - 3. Text Summarization/02 - Text extraction for summarization.srt
4.1 KB
~Get Your Files Here !/04 - 3. Text Summarization/03 - Text summarization with sumy.mp4
8.3 MB
~Get Your Files Here !/04 - 3. Text Summarization/03 - Text summarization with sumy.srt
3.4 KB
~Get Your Files Here !/05 - 4. Sentiment Analysis/01 - What is sentiment analysis.mp4
7.1 MB
~Get Your Files Here !/05 - 4. Sentiment Analysis/01 - What is sentiment analysis.srt
5 KB
~Get Your Files Here !/05 - 4. Sentiment Analysis/02 - Sentiment analysis with VADER.mp4
6.8 MB
~Get Your Files Here !/05 - 4. Sentiment Analysis/02 - Sentiment analysis with VADER.srt
2.9 KB
~Get Your Files Here !/05 - 4. Sentiment Analysis/03 - Sentiment analysis with transformers.mp4
7.2 MB
~Get Your Files Here !/05 - 4. Sentiment Analysis/03 - Sentiment analysis with transformers.srt
3.6 KB
~Get Your Files Here !/06 - Conclusion/01 - Next steps.mp4
943.3 KB
~Get Your Files Here !/06 - Conclusion/01 - Next steps.srt
1 KB
~Get Your Files Here !/Bonus Resources.txt
386 B
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/00_03_How_to_use_the_exercise_files.ipynb
8.1 KB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/01_02_Named_Entity_Recognition_with_spaCy.ipynb
94.3 KB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/01_03_data_annotation_for_named_entity_recognition.csv
15.1 KB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/01_03_Data_Annotation_for_Named_Entity_Recognition.ipynb
138.7 KB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/01_04_Custom Named Entity Recognition Model training with spaCy/annotated_data_for_custom_NER.csv
15.1 KB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/01_04_Custom Named Entity Recognition Model training with spaCy/base_config.cfg
1.6 KB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/01_04_Custom Named Entity Recognition Model training with spaCy/config.cfg
2.6 KB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/01_04_Custom Named Entity Recognition Model training with spaCy/default_config.cfg
4.3 KB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/01_04_Custom Named Entity Recognition Model training with spaCy/test.spacy
428 B
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/01_04_Custom Named Entity Recognition Model training with spaCy/train .spacy
705 B
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/01_04_Custom_Named_Entity_Recognition_Model_training_with_spaCy.ipynb
175.9 KB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/02_02_Data_Preprocessing_for_Topic_Modelling.ipynb
1.7 MB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/02_03_Topic_Modelling_with_Gensim (1).ipynb
1.7 MB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/02_04_Topic_Modelling_Visualization_with_pyLDAvis_.ipynb
4 MB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/02_05_Model_Evaluation_for_Topic_Modelling.ipynb
4 MB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/03_02_Extractive_Summarization_with_Sumy.ipynb
21.1 KB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/03_03_Abstractive_Summarization_with_Huggingface .ipynb
233.7 KB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/04_02_Sentiment_Analysis_with_VADER (1).ipynb
49.3 KB
~Get Your Files Here !/Ex_Files_Hands_On_Natural_Language_Processing/Exercise Files/04_03_Sentiment_Analysis_with_Transformers.ipynb
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