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Spark-NLP for Data Scientists (Certification Trainings)

If you don't have time to cover all these, please check the follwing notebook for a quick review.

Table of Contents

➤ SparkNLP Overview

3-hr summary of entire package

Spark NLP Basics

00.SparkNLP_for_OpenSource_3h_Notebook.ipynb

01.0.SparkNLP_Basics.ipynb

02.0.Text_Preprocessing_with_SparkNLP_Annotators_Transformers.ipynb

03.0.SparkNLP_Pretrained_Models.ipynb

Named Entity Recognition

04.0.NERDL_Training.ipynb

04.1.NerDL_Graph.ipynb

04.2.Transformers_for_Token_Classification_in_SparkNLP.ipynb

04.3.Import_Transformers_Into_SparkNLP.ipynb

04.4.ZeroShot_NER.ipynb

04.5.EntityRuler.ipynb

Text Classification

05.0.Text_Classification_with_ClassifierDL.ipynb

05.1.Text_Classification_Examples_in_SparkML_SparkNLP.ipynb

05.2.Transformers_for_Sequence_Classification_in_Spark_NLP.ipynb

05.3.Multi_Lingual_Training_and_Models.ipynb

05.4.ZeroShot_Text_Classification.ipynb

06.0.Text_Similarities_and_Dimension_Reduction_Visualizations_for_Embeddings.ipynb

NLU

12.0.NLU_Crashcourse_Every_SparkNLP_Model_in_One_Line.ipynb

Transformers and Large Language Modeling

13.0.T5_Question_Answering_and_Summarization_with_SparkNLP.ipynb

13.1.T5_Workshop_with_SparkNLP.ipynb

13.2.T5_SQL_Code_Generation_and_Style_Transfer_with_SparkNLP.ipynb

14.0.GPT2_Transformer_In_SparkNLP.ipynb

18.0.Summarization.ipynb

Question Answering

15.0.Question_Answering.ipynb

15.1.Table_Question_Answering.ipynb

Image Classification Notebooks

16.0.Image_Classification.ipynb

Speech Recognition

17.0.Speech_Recognition.ipynb

Auxillary Notebooks

07.0.Context_Spell_Checker.ipynb

08.0.Keyword_Extraction_YAKE.ipynb

09.0.SentenceDetectorDL.ipynb

10.0.Graph_Extraction.ipynb

19.0.Llama2_Transformer_In_SparkNLP.ipynb

[20.0.Translations.ipynb](https://github.com/JohnSnowLabs/spark-nlp-workshop/blob/master/open-source-nlp/20.0.Translations .ipynb)

21.0.Document_Splitters.ipynb

21.1.Document_Similarity_Ranker.ipynb

22.1.OpenAI_In_SparkNLP.ipynb