Advanced Data Analytics Using Python_ With Machine Learning, Deep Learning and NLP Examples ( 2023)

Table of Contents
Elasticsearch31
Connection Layer API33
Neo4j Python Driver34
neo4j-rest-client35
In-Memory Database35
MongoDB (Python Edition)36
Import Data into the Collection36
Create a Connection Using pymongo37
Access Database Objects37
Insert Data38
Update Data38
Remove Data38
Pandas38
ETL with Python (Unstructured Data)40
E-mail Parsing40
Topical Crawling42
Chapter 3: Supervised Learning Using Python49
Dimensionality Reduction with Python49
Correlation Analysis50
Principal Component Analysis53
Mutual Information56
Classifications with Python57
Semisupervised Learning58
Decision Tree59
Which Attribute Comes First?59
Random Forest Classifier60
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