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1 min
Deep Dive into Time Series Forecasting -
Singular Spectrum Analysis
- Dive in deeper to study the SSA used in Time Series Analysis and Forecasting with their application in real world.
Created by Selva Prabhakaran
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18 Video Lessons
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English
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English captions
Validity Period: 365 days
Already Subscribed? Click here to access your courses
- Course Certificate
- Code Walkthroughs
- Practice Data
- Money Back if not satisfied
- Algorithms explanation
- 2h 26m of Self-paced videos
- Downloadable resources
- Q&A sessions with experts
What you will learn
01
Performing Singular Spectrum
Performing Singular Spectrum
analysis in Python
02
SSA - Math and interpretation
SSA - Math and interpretation
of results
03
Building useful SSA features
Building useful SSA features
for forecasting
04
Hands-on code
Hands-on code
Walkthrough
Course Curriculum
5 Modules | 19 Sessions | 1 hour 25 min Total Time
What is Singular Spectrum Analysis
Sessions: 3 | Time: 10 min
Building SSA without Libraries
Sessions: 8| Time: 52 min
Apply SSA on Real world dataset - AirPassengers
Sessions: 7| Time: 11 min
Perform SSA using PYTS
Sessions: 1| Time: 4 min
Forecasting with SSA
Sessions: 1| Time: 8 min
Requirements
- Basic Maths and Logical Reasoning
- Curiosity about Data Science
- Learning Mindset
Who should attend this course?
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Future Data Scientists and ML Engineers
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Product Managers, Program Managers, Scrum Masters working in ML/Data science project
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Software/Data engineers interested in quantitative analysis
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Software engineers interfacing with data science team
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Executives who have to lead or interact with Data Scientists
Instructor
Selva Prabhakaran Principal Data Scientist
My name is Selva, and I am super excited to mentor you on this project!
I head the Data Science team for a global Fortune 500 company and over the last
10 years of my data science experience I’ve deployed 20+ global products. I’m
also the Founder & Chief Author of Machine Learning Plus, which has over 4M
annual readers.
I specialize in covering the in-depth intuition and maths of any concept or
algorithm. And based on my existing student requests, I’ve put up the series of
courses and projects with detailed explanations – just like an on the job
experience. Hope you love it!
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4.5+Instructor rating
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200+ reviews
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10K+students
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15+ Courses
Validity Period: 365 days
Already Subscribed? Click here to access your courses
- Workshop Certificate
- Code Walkthroughs
- Practice Data
- Money Back if not satisfied
- Algorithms explanation
- 2h 26m of Self-paced videos
- Downloadable resources
- Q&A sessions with experts