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Data Science - Python Trainers

Data Science - Python

Course Overview:

The Python Data Science course teaches you to master the concepts of Python programming. Through this Python for Data Science training, you will gain knowledge in data analysis, machine learning, data visualization, web scraping, & natural language processing.Data manipulation and cleaning techniques using the popular python pandas data science library and introduce the abstraction of the Series and DataFrame as the central data structures for data analysis.

Course Content:

Introduction to Data Science in Python

Basics of the python programming

Fundamental python programming techniques

Introduce data manipulation using the popular python pandas data science library

Introduce the abstraction of the Series 

DataFrame as the central data structures for data analysis

Applied Plotting, Charting & Data Representation in Python

Basics of information visualization

Visualizations in python, matplotlib, 

Matplotlib, and demonstrate a variety of basic statistical charts

Applied Machine Learning in Python

Introduce the scikit learn toolkit 

Task of clustering data

Dimensionality of data 

Data generalizability 

Applied Text Mining in Python

Overview of the nltk framework 

Common manipulation needs

Basic natural language processing methods

Documents and grouping them by similarity

Applied Social Network Analysis in Python

Network analysis using the NetworkX library

Connectivity and network robustness

Centrality of a node in a network

Evolution of networks over time

Cover models of network generation

Link prediction problem.

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