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.

We can assure a 100% job guarantee and Placement. Contact us for Free - Demo.