Data Science Training in Pune, Bangalore India




Description
This program is designed to give the participants a strong flavour of using Python for data management and analytics. We would use Anaconda distribution of Python 3 to implement the hands-on aspects of the training. The program has no pre-requisites in programming and will focus exclusively on data manipulation and visualization. We will use 3 4 datasets ( excel sheets) extensively to understand how Python 3 can be used to process financial data.

Duration
  • 4 Days
Objectives
  • Install Anaconda and use Spyder and Jupyter notebook for data manipulation
  • Understand the various data types and data structures in Python
  • Implement loops and control statements in Python
  • Understand the utility of methods and functions
  • Understand Iterators, Generators and Decorators
  • Understand the role of Numpy Arrays in analytics
  • Understand the Pandas library for data management
  • Learn to apply visualization techniques using matplotlib, bokeh and plotly
Prerequisites
  • Anaconda for Python 3 must be installed
  • Basic Python programming is mandatory
Day 1 : Basics of Python Programming
  • Introduction
  • Objectives
  • Spyder and Jupyter notebooks
  • Introduction to Data Types and Data Structures
  • Numbers
  • Strings
  • Boolean
  • Lists and Tuples
  • Sets and Dictionaries
Day 2 : Programming Paradigms in Python
  • Operators
  • Conditional Statements
  • Loops
  • Functions
  • Methods
  • Object Oriented Programming
  • Dealing with errors
  • Handling files
Day 3 : Data Management in Python
  • Numpy Arrays
  • Indexing
  • Processing Arrays
  • Introduction to Pandas
  • Merge
  • Combine
  • Reshape
  • Pivot
  • Groupby
  • Aggregate
  • Cross-tabs
Day 4 : Visualization in Python
  • Line Plot
  • Scatter Plot
  • Histogram
  • Customizations
  • Plotting 2D Arrays
  • Statistical Plots using Seaborn
  • Dealing with time series
  • Introduction to Interactive plots with bokeh
  • Introduction to Interactive plots with plotly