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Data Analytics Course in Pune -Technogeeks -Trainwick

Course Detail

Data Analytics Course

Data Analytics Course - Technogeeks


Course Detail


Course Description

Python, Data Analytics & Data Visualisation Training Syllabus

MODULE -1 GETTING STARTED PYTHON PROGRAMMING

      • What is Python and brief history
      • Why Python and who use Python
      • Discussion on Python 2 and 3 Unique features of Python
      • Discussion on various IDE’s
      • Demonstration of practical use cases
      • Python use cases using data analysis

MODULE 2 - SETTING UP AND INSTALLATIONS

      • Installing python
      • Setting up Python environment for development
      • Installation of Jupyter Notebook
      • How to access our course material using Jupyter
      • Write your first program in python

MODULE 3 - PYTHON OBJECT AND DATA STRUCTURES OPERATIONS

      • Python built-in functions
      • Number objects and operations
      • Variable assignment and keywords String objects and operations
      • Print formatting with strings
      • List objects and operations
      • Tuple objects and operations
      • Dictionary objects and operations
      • Sets and Boolean
      • Object and data structures assessment test

MODULE 4 - PYTHON STATEMENTS

      • Introduction to Python statements
      • If, elif and else statements
      • Comparison operators
      • Chained comparison operators
      • What are loops
      • For loops
      • While loops
      • Useful operators
      • List comprehensions
      • Statement assessment test
      • Game challenge

MODULE - 5 UDF FUNCTIONS AND METHODS METHODS

      • Methods
      • What are various types of functions
      • Creating and calling user defined functions
      • Function practice exercises
      • Lambda Expressions
      • Map and filter
      • Nested statements and scope
      • Args and kwargs
      • Functions and methods assignment
      • Milestone Project (Making tic-tac-toe in python)

Module - 6 FILE AND EXCEPTION HANDLING

      • Process files using python
      • Read/write and append file object
      • File functions
      • File pointer and operations
      • Introduction to error handling
      • Try, except and finally
      • Python standard exceptions
      • User defined exceptions
      • Unit testing
      • File and exceptions assignment

Module - 7 PYTHON MODULES AND PACKAGES

      • Python inbuilt modules
      • Creating UDM-User defined modules
      • Passing command line arguments
      • Writing packages
      • Define PYTHONPATH
      • name and main

Module - 8 OBJECT ORIENTED PROGRAMMING

      • Object oriented features
      • Implement object oriented with Python
      • Creating classes and objects
      • Creating class attributes
      • Creating methods in a class
      • Inheritance
      • Polymorphism
      • Special methods for class
      • Assignment - Creating a python script to replicate deposits and withdrawals in a bank with appropriate classes and UDFs.

Module - 9 ADVANCED PYTHON MODULES

      • Collections module
      • Datetime
      • Python debugger
      • Timing your code
      • Regular expressions
      • StringIO
      • Python decorators
      • Python generators

Module - 10 PACKAGE INSTALLATION AND PARALLEL PROCESSING

      • Install packages on python
      • Introduction to pip, easy_install
      • Multithreading
      • Multiprocessing

MODULE- 11 REST APIS WITH FLASK AND PYTHON

      • REST principles
      • Creating application endpoints
      • Implementing endpoints
      • Using Postman for API testing
      • Module - 12 Rest Api Integration With Databases
      • For Web App Development
      • CRUD operations on database.
      • REST principles and connectivity to databases

MODULE- 12 REST API INTEGRATION WITH DATABASES FOR WEB APP DEVELOPMENT

      • CRUD operations on database.
      • REST principles and connectivity to databases.
      • Creating a web development API for login register and connecting it to database.
      • Deploy the API on local server.

MODULE- 13 DATA WRANGLING WITH PYTHON AND EDA (EXPLORATORY DATA ANALYSIS) :

      • Data Analysis using Numpy and Pandas
      • Data Visualization using Matplotlib and Seaborn
      • Dealing with missing values, NaN values
      • Standard scaler
      • Correlation-based processing
      • Divide data in test and train splits to supply to machine-learning algorithms
      • Time series analysis
Reshaping Data:
      • Data Manipulation as per requirement
      • Derive columns based on rules
      • Filtering data
      • Compression and decompression techniques

MODULE- 14 DATA ANALYSIS WITH PYTHON

      • Introduction to data analysis
      • Why Data analysis?
      • Data analysis and Artificial intelligence bridge
      • Introduction to Data Analysis libraries
      • Data analysis introduction assignment challenge

MODULE- 15 DATA ANALYSIS USING NUMPY

      • Introduction to Numpy arrays
      • Creating and applying functions
      • Numpy Indexing and selection
      • Numpy Operations
      • Exercise and assignment challenge

MODULE- 16 DATA ANALYSIS IN PYTHON WITH PANDAS AND ADVANCED ANALYSIS

      • Pandas series
      • Introduction to DataFrames
      • Missing data
      • Groupby
      • Merging, joining and Concatenating
      • Operations
      • Data Input and Output
      • Pandas in depth coding exercises
      • POC - Analysis of e-commerce dataset using pandas
      • POC - Getting insights on employee salaries data using data analysis in python

MODULE- 17 DATA VISUALIZATION WITH PYTHON

      • Plotting using Matplotlib
      • Plotting Numpy arrays
      • Plotting using object-oriented approach
      • Subplots using matplotlib
      • Matplotlib attributes and functions
      • Matplotlib exercises
      • Seaborn visualization
      • Categorical Plot using Seaborn
      • Distributional plots using Seaborn
      • Matrix plots
      • Grids
      • Seaborn exercises
      • Project - Getting insights using python analysis and visualizations on finance credit score data. Pandas built-in data visualization
      • Data visualization assignment

Capstone Project

Python and Web based Project Development

Institute Overview

Pune, Maharashtra, India

Our Story Technogeeks is a Group of IT working professionals, located in Pune. Technogeeks Trainers are working on real-time projects on multiple technologies and always believe to share the knowledge and best practices to help the candidates to bui... Read More

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