Data Analysis with Machine Learning & Data Visualization

BY
Udemy

Lavel

Beginner

Mode

Online

Fees

₹ 449 1499

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based

Course and certificate fees

Fees information
₹ 449  ₹1,499
certificate availability

Yes

certificate providing authority

Udemy

The syllabus

Introduction

  • Course Introduction in Animation
  • Why to Join this Course?
  • Collection of Data and Tools to Collect Data
  • Meet Trainer for this Course
  • Case Study on "How Customer Feedback can use for Increasing Sale in Mega Mart?"
  • Case Study on "Why Mega Mart give on Discounts in Specific Month?"
  • Importance of Data Analysis
  • What is Machine Learning and it's types

Python Basics with Crash Course with Numpy Library

  • Introduction of Python and Python Libraries for Data Analytics
  • Environment Set up
  • Data Type, Variable and Keywords
  • how to take input
  • How to produce output _ Print Statement in Python
  • List, Tuple, Set, Dictionary
  • List Operations in details
  • Tuple Operations in details
  • Set Operations in details
  • Dictionary Operations in details
  • String Operation in Python
  • Types of Operators
  • Data Type Conversion
  • Math library
  • Generation of Random Number and Range Functions
  • Importance of Indentation
  • Sequential, Selection, Repetition
  • User Define Functions and inbuilt Function
  • Python Crash Course

Different way to read Data using Python

  • Create, Edit, Write, Read Text File
  • Python CSV file Operations

Pandas Library for Data Analysis

  • Pandas Tutorial 1
  • Pandas Tutorial 2
  • Pandas Tutorial 3
  • Pandas Tutorial 4

Data Visualization

  • How to choose the RIGHT Charts & Graph for your Data
  • Matplotlib Library Tutorial 1
  • Matplotlib Library Tutorial 2
  • Matplotlib Library Tutorial 3
  • Matplotlib Library Tutorial 4
  • Matplotlib Library Official Site Visit
  • Seaborn Library Tutorial 1
  • Seaborn Library Tutorial 2
  • Seaborn Library Official Site Visit
  • Plotly Library Tutorial

Machine Learning Foundation

  • Supervise Learning
  • Unsupervised Learning
  • Training, Testing and Model Evaluation in Machine Learning
  • Confusion Matrix

Data Analysis with Machine Learning Algorithms

  • Data Analysis with Linear Regression
  • Data Analysis with Logistic Regression
  • Data Analysis with Support Vector Machine
  • Data Analysis with K Mean
  • Data Analysis with KNN
  • Case Study with Scikit Learn Library
  • Case Study with Scikit Learn Library

Additional and New Learning

  • How to Learn Mathematics for Machine Learning?
  • Dimension Reduction is Curse in Machin Learning
  • Reasons to Learn Probability for Machine Learning
  • Main Challenges of Machine Learning

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