Fix Dependency Issues and Update code with latest versions of python libraries for Notebooks of Chapter 5

[Ethan0456]

I'm working on updating the code for Chapter 5 to ensure compatibility with newer versions of Python and updated libraries. This issue will track the progress and changes made for this specific notebook.

Notebooks:

• [ ] 01_KPE.ipynb
• [ ] 02_NERTraining.ipynb
• [ ] 03_NERIssues.ipynb
• [ ] 04_NER_using_spaCy - CoNLL.ipynb
• [ ] 05_BERT_CONLL_NER.ipynb
• [ ] 06_EntityLinking-AzureTextAnalytics.ipynb
• [ ] 07_REWatson.ipynb
• [ ] 08_Duckling.ipynb

Tasks:

• [x] Update Python version from 3.6 to 3.9
• [x] Update Ubuntu version to 22.04
• [x] Update all Python libraries to their latest versions
• [x] Test the notebook to ensure it runs without errors

Context:

• Current Python Version: 3.6
• Current Ubuntu Version: 16.04
• Current Library Versions:

Proposed Changes:

• Update notebooks to run with Ubuntu 22.04
• Update notebooks to run with Python 3.10
• Libraries from each notebooks will be updated to latest version
• Markdown Text will be improved

Related Issues:

• Will list them here

Let's work together to update this notebook effectively and ensure it aligns with the latest Python and library versions.