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DATA ANALYTICS USING PYTHON Course

DATA ANALYTICS USING PYTHON Course - RIDM

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Course Description

DATA ANALYTICS USING PYTHON

 As businesses increasingly rely on latest technology to solve business problems, data professionals today need exceptional quantitative skills and a high-level understanding of the models that are employed to solve challenges. 

 
WHAT YOU WILL LEARN

Course Overview

In this course, you will learn the importance of collecting, organizing and manipulating large amounts of data using the latest technologies. With this course, you will have complete understanding of working with data and analytics, and a hands-on knowledge of Python, such as Accessing Data from different services, processing data, data visualization, working with text data and managing time series data.

COURSE MODULES

Accessing Data

 

  • Accessing Data from Files
  • Accessing Data from Relational Databases
  • Accessing Data from Web pages
  • Accessing Data from Web services

 

Processing Data

Python Libraries for Managing Data

 

  • Introduction to NumPy
  • Introduction to Pandas

 

 

Data formats

 

  • Flattened Data
  • Hierarchical Data - JSON, XML
  • Binary Data

 

  

Cleaning and Transforming Data

 

  • Data Aggregation
  • Data Sorting and Filtering
  • Finding and Fixing invalid values and removing duplicates
  • Transforming values - Functions and Maps

 

 

Combining and Merging Data

 

Reshaping data 

Data Visualization

 

  • Charts
  • Graphs
  • Distributions
  • Trends
  • Geo-Data
  • Specialized visualization - word clouds 

 

Working with Text Data - Natural Language Processing

 

  • Structure and Representation in Text
  • Models for textual data - Bag of Words, N-grams
  • Managing language structure - stemming, lemmatization, stopwords
  • Application: Sentiment Analysis

 

Managing Time Series Data

Managing Dates and Times in Python

 

  • Dates
  • Times and Time Zones

 

 

Structure of Time Series Data - Indexing

Periods and Frequencies

Resampling Data from Time Series

Visualizing time series

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Institute Overview

RIDM
Mysore, Karnataka, India
6 Current Posted Courses

Our trainers are not academicians, but they are the people with 10+ years of experience in their domain. Our trainers have worked in various roles in Fortune 500 companies and have successfully handled many projects and led teams. They also hel... Read More

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