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Python for Data Science
Course Syllabus
Accredited with IABAC™
( International Association of Business Analytics Certifications)`
Datamites Python for Data Science Training

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Module 1: Python Language Basics
2
 Installing Python Anaconda distribution
 Python native Data Types
 Math & Comparision Operators
 Conditional Statement
 Loops
 Lists, Tuples, Strings, Dictionaries, Sets
 Functions
 Exception Handling

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Module 2: Numpy Package
3
 Importing Numpy
 Numpy overview
 Numpy Array creation and basic operations
 Numpy Universal functions
 Selecting and retrieving Data
 Data Slicing
 Iterating Numpy Data
 Shape Manupilation
 Stacking and Splitting Arrays
 Copies and Views : no copy, shallow copy , deep copy
 Indexing : Arrays of Indices, Boolean Arrays

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Module 3: Pandas Package
4
 Importing Pandas
 Pandas overview
 Object Creation : Series Object , DataFrame Object
 View Data
 Selecting data by Label and Position
 Data Slicing
 Boolean Indexing
 Setting Data

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Module 4: Data Mugging with Pandas
5
 Applying functions to data
 Histogramming
 String Methods
 Merge Data : Concat, Join and Append
 Grouping & Aggregation
 Reshaping
 Analysing Data for missing values
 Filling missing values: fill with constant, forward filling, mean
 Removing Duplicates
 Transforming Data

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Module 4: Data Mugging with Pandas ..2
6
 Droping Data
 Sorting Data
 Pivot Tables
 Time Series
 Categoricals
 Ploting Data
 Import and Export Data

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Module 5: Statistics with Pandas
7
 Descriptive Statistics : Sum, Mean, Median, Variance, Standard Deviation
 Summarizing Categorical Data
 Plotting with Pandas
 Correlation : Continuous and Categorical ( Pearson Corr Coff)
 Chi-Square test for independence
 Normalizing & Standarding

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Module 6: Visualization with MatPlotLib & Seaborn
8
 Importing MatPlotLib & Seaborn Libraries
 Creating basic chart : Line Chart, Bar Charts and Pie Charts
 Ploting from Pandas object
 Saving a plot
 Object Oriented Plotting : Setting axes limits and ticks
 Multiple Plots
 Plot Formatting : Custom Lines, Markers, Labels, Annotations, Colors
 Satistical Plots with Seaborn

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 This is a standard syllabus as per Accreditation Body, IABAC™ International Association of Business
Analytics (USA).
 The syllabus can be customized on request for corporate clients to suit their training requirements.
 The certification exam will be based on the IABAC™ Syllabus.
End of the Syllabus
DataMites™ is a global institute of Data Science, Machine Learning and Artificial Intelligence
Training and Consulting for individuals and Corporate.
For courses enquires
Call : +1 415 8522477 (USA) | 1800 200 6848 (India Toll Free)
Email : enquiry@datamites.com | Corporate Clients : corp@datamites.com
If you are looking for Machine Learning training in Bangalore please
visit: http://datamites.com/python-training/courses-bangalore/