Complete Time Series Analysis using Python
Course Instructor
DataTrained
$72.17
/CourseBundles(12486)/1447072-126.png)
Course Overview
What you'll learn
- Master time series data in python & become proficient in time series data analysis
- Learn how to use python-based packages for time series analysis
- Be able to read in, pre-process & visualize time series data
- Apply python data science techniques to real-life data
- Implement common data processing and visualization techniques for time series data in python
Course Curriculum
1 Subject
Time Series Analysis
0 Exercises • 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