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Complete Time Series Analysis using Python

Course Instructor DataTrained

$70.91

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Course Overview

What you'll learn

  1. Master time series data in python & become proficient in time series data analysis
  2. Learn how to use python-based packages for time series analysis
  3. Be able to read in, pre-process & visualize time series data
  4. Apply python data science techniques to real-life data
  5. Implement common data processing and visualization techniques for time series data in python

Course Curriculum

1 Subject

Time Series Analysis

26 Learning Materials

Introduction

Introduction to Time series analysis

Video
17:18

Examples and Applications

Video
12:38

Time Series Components

Time Series Components

Video
24:29

Time Series Visualization

Video
31:39

Seasonal Decompose

Video
25:41

Stationarity

Stationarity

Video
37:45

Stationarity Test with Code

Video
23:33

Time Series Models

Models Introduction

Video
30:28

Moving Average Model

Video
47:48

Auto Regression Model

Video
22:10

ARIMA Model

Video
33:52

ACF and PACF Plots

Video
42:19

MA Model (Code)

Video
40:5

SARIMA Model

Video
28:22

AR Model (Code)

Video
35:5

ARIMA Model (Code)

Video
28:25

VAR Model

Video
30:59

VAR Model

Video
36:33

Model Evaluation

Model Evaluation (Information Criteria)

Video
31:47

Residual Analysis

Video
31:15

Use Case and Assignment

Use Case

Video
34:15

Assignment

Video
24:3

Projects

Project 1 (objective)

Video
21:5

Project 1 (Solution)

Video
48:4

Project 2 (Objective)

Video
16:12

Project 2 (Solution)

Video
53:45