Statistical Data Analysis Using Matlab: A Beginners Guide

Fundamentals of Statistical Data Analysis with hands-on Projects in MATLAB

What you'll learn

Learners will be able to understand the process of data collection, organization, visualization, and Modeling of the Data

The program is designed to get acquainted with the MATLAB software and its applications in the domain of Data Sceince.

The hands-on practice sessions and relevant literature will lead them to acquire fundamental knowledge of Statistical Data Analysis process and its applications

This course will help to start the journey of Learners in the Data Sceince domain and will lead them to start the career as Data Analyst

Requirements

This course is designed for Beginners and therefore no prerequisites are required except fundamental knowledge of computers

Description

Statistical Data Analysis using MATLAB: A Beginners Guide This course will create interest among the participants and encourage them to undertake the project activities related to Data Analysis which are expected to lead them to start their journey towards Data AnalyticsThe course is designed to get basic knowledge of Statistical Data Analysis and its real time applications in various fields of Science, Engineering and allied domain.The course includes step by step approach for Data Pre-processing, Data Summery Statistics, Data Visualization and Data Modelling. The two Application Projects on Data Visualization and Data Modeling for the practical datasets will provide the hands-on practice of implementing the concept learned in the course. The Matlab tool is selected for Data Analysis as it is the most used tool in industry and research applications. The hands-on practice sessions and relevant literature will lead them to acquire fundamental knowledge of Data Analysis, Data Visualization and Data Modelling using MATLAB.This course is designed for Beginners and therefore no prerequisites are required except fundamental knowledge of computers. However, will be added benefit if having some basic knowledge of MATLAB. This course is intended for the undergraduate, postgraduate students in Science, Engineering, Commerce and the industry persons working in the field of Data Science.

Overview

Section 1: Introduction

Lecture 1 Introduction

Lecture 2 Importance of Data Analytics and its Applications: An Overview

Lecture 3 Why MATLAB as Data Analytics Tool?

Section 2: MATLAB Fundamentals to Begin with

Lecture 4 Introduction-Session-II

Lecture 5 What is MATLAB? and Why to Study MATLAB?

Lecture 6 MATLAB System :Development Environment

Lecture 7 MATLAB help command and demonstration program

Lecture 8 General Commands in MATLAB

Section 3: Fundamentals of Statistical Data Analysis

Lecture 9 Introduction-Session III

Lecture 10 Why Statistical Data Analysis?

Lecture 11 General work flow in Data Science

Lecture 12 Time Series and Trend Analysis

Lecture 13 Basic Data Analysis-Flow and Fundamentals

Section 4: Data Preprocessing :Step by Step Approach

Lecture 14 Introduction :Data Preprocessing

Lecture 15 Importing Data in MATLAB

Lecture 16 Importing Data from Microsoft Word File

Lecture 17 Importing Data from Microsoft Excel File

Lecture 18 Data Import Tool in MATLAB

Lecture 19 Import large collections of data using Datastore

Lecture 20 Clean Messy and Missing Data

Lecture 21 Defining Outliers

Lecture 22 Smoothing and Filtering Data

Section 5: Data Summary Statistics

Lecture 23 Introduction: Summarizing of Data

Lecture 24 Measure of Location

Lecture 25 Measure of Scale

Lecture 26 Introduction to Categorical Data

Lecture 27 Performing Calculations by Category

Lecture 28 Shape of Distribution

Section 6: Data Visualization using MATLAB

Lecture 29 Why Data Visualization? Techniques and Suitability

Lecture 30 2-D Plots

Lecture 31 3-D Plots

Lecture 32 Specialized 2-D Plots

Lecture 33 Histograms on Data sets

Lecture 34 Statistical plotting

Lecture 35 Data visualization of Tall Arrays

Section 7: MATLAB Project-1 :Statistical Data Summery and Visualization

Lecture 36 MATLAB Project-1 Part-1-Statistical Visualization of WindData Dataset

Lecture 37 MATLAB Project-1-Part-1 Solution

Lecture 38 MATLAB Project-1 Part-2 Wind Flow 3-D Visualization

Lecture 39 MATLAB Project-1 Part-2 Solution

Section 8: Statistical Data Modeling

Lecture 40 Introduction to Data Modeling

Lecture 41 Parametric Modeling: Linear Regression

Lecture 42 Polynomial Regression

Lecture 43 Analyze Time Series Data

Section 9: MATLAB Application Project -2 Statistical Data Analysis for Covid-19 Data of US

Lecture 44 Introduction and Problem Statement

Lecture 45 MATLAB Project-2:Part-1 Data Preparation and Visualization

Lecture 46 MATLAB Project-2:Part-1 Solution

Lecture 47 MATLAB Project-2: Part-2 Data Preprocessing and Visualization

Lecture 48 MATLAB Project-2:Part-2 Solution

Lecture 49 MATLAB Project-2: Part-3 Statistical Data Modeling

Lecture 50 MATLAB Project-2: Part-3 Solution

Lecture 51 MATLAB Project-2: Part-4 Data Animation

Lecture 52 MATLAB Project-2: Part-4 Solution

Beginners who want to develop the career as Data Analyst