Weather Forecasting using ARIMA & SARIMA Model

 Introduction to AR and MA model

Learning Outcome

5

Know when to apply AR vs MA

4

Use ACF & PACF to identify models

3

 Interpret AR(p) and MA(q) notation

2

Understand Moving Average (MA) models

1

Understand AutoRegressive (AR) models

Recall

Before learning AR & MA, recall previous topics:

What is Time Series Data

Concept of lag (past values)

What is correlation in time

Basic forecasting idea

Hook/Story/Analogy(Slide 4)

Transition from Analogy to Technical Concept(Slide 5)

Use Case

Debugging

Debugging

Learning

Learning

Testing

Testing

Inside the Concept

How can you combine two arrays?

In Javascript, we can combine two arrays by mean of concat() method

Syntax:

arr1.concat(arr2)

let arr1 = ["a", "b"];
let arr2 = ["c", "d"];

let result = arr1.concat(arr2);
["a", "b", "c", "d"]

Note:  

Returns a new array

Original arrays remain unchanged

 

How can you copy elements from an array without altering the original?

Syntax:

arr.slice(start, end)

let arr = ["a", "b", "c", "d"];
arr.slice(1, 3);    

//includes start index
// omits end index
["b", "c"]

Note:  

Returns new array

In Javascript, use the slice() method to copy part of an array without altering the original.

Core Concepts (Slide 7)

Use Case

Debugging

Debugging

Learning

Learning

Testing

Testing

Core Concepts (.....Slide N-3)

Summary

5

Build strong branding

4

Use different marketing channels

3

Target the right audience

2

Create and communicate value

1

Understand customer needs

Choose cool, soft colors instead of vibrant colors
Max 5 Points for Summary & Min 2

Quiz

Which platform is mainly used for professional networking and B2B marketing ?

A. Facebook

B. Instagram

C. LinkedIn

D. Snapchat

Quiz-Answer

Which platform is mainly used for professional networking and B2B marketing ?

A. Facebook

B. Instagram

C. LinkedIn

D. Snapchat

Introduction to AR and MA model

By Content ITV

Introduction to AR and MA model

  • 6