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This Data Science Course will give you a Step by Step idea about the Data Science Career, Data science Hands-On Projects, roles & salary offered to a Data Scientist!
Introduction to Data Science: 3:51- 01:25:00
3:51 Trainer Introduction: The Instructor Mr. Rajib Layek who is a Business Consultant and Senior data scientist having experience of 8+ years.
6:24 Course Curriculum Overview
29:05 Introduction to Data Science
42:37 Introduction to Business Analytics: practice using optimal business management decisions with the help of graphics and analytical tools
54:54 Introduction to Machine Learning: It helps computers to learn,act,response like humans and improve their learning from experience without being explicitly programmed.
01:07:00 How to switch your career into ML
01:22:00 Introduction To Data Scientist
INTRODUCTION TO R 1:25:00 - 1:51:00
1:25:00 Introduction to R
1:40:00 How to set up R
R Programming 1:51:00 - 2:46:00
1:51:00 R Operator
2:05:00 R Conditional Statement & Loop
2:17:00 Function in R
R Data Structure 2:46:00 - 3:35:00
2:46:00 An Introduction of R Data Structure + Vector
2:57:00 Matrix, Array and Data Frame
3:11:00 A Deep Drive to R Data Frame
3:24:00 Factor
3:29:00 List
Import and Export in R 3:35:00 - 4:07:00
3:35:00 Import CSV Data in R
3:44:00 Import Text Data in R
3:47:00 Import Excel, Web Data in R
4:00:00 Export Data in R - Text
4:02:00 Export Data in R - CSV & Excel
Data Manipulation 4:07:00 - 5:40:00
4:07:00 Apply Function
4:31:00 Dplyr package
5:29:00 Date with R
Data Visualization 5:40:00 - 7:48:00
5:40:00 Introduction to Data Visualization & Scatter Plot
5:51:00 Data Visualization - mfrow
5:59:00 Data Visualization - pch
6:11:00 Data Visualization - Color
6:13:00 Data Visualization - Line Chart
6:16:00 Data Visualization - Bar Plot
6:23:00 Data Visualization - Pie Chart
6:29:00 Data Visualization - Histogram
6:36:00 Data Visualization - Density Plot
6:39:00 Data Visualization - Box Plot
6:44:00 Data Visualization - Mosaic Plot and Heat Map
6:52:00 Data Visualization - 3D Plot
7:02:00 Correlation Plot and Word Cloud
7:11:00 Data Visualization - ggplot2
Machine Learning Toolbox 7:48:00 - 8:14:00
Business Case Understanding 8:14:00 - 8:27:00
Data Pre-Processing 8:27:00 - 9:51:00
SUPERVISED LEARNING : REGRESSION 9:51:00 - 12:56:00
9:51:00 Linear Regression
11:50:00 Correlation Part
12:04:00 Stepwise Regression
12:32:00 Dummy Variable
12:45:00 Non Linear
Capstone Project 12:56:00 - 13:37:00
12:56:00 Introduction
13:04:00 Data Understanding
13:12:00 Lazy Predictor
13:19:00 Data Preparation
13:25:00 Data Exploration
13:29:00 Feature Engineering
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