achine learning+
TutorialsPricingTestimonialsDS Career Path
Sign inStart free

The roadmap, in 8 stages

  1. 01Programming for AI/ML9 courses
  2. 02Statistics and ML Algorithms11 courses
  3. 03MLOps12 courses
  4. 04Deep Learning6 courses
  5. 05Agentic AI10 courses
  6. 06Time Series Forecasting9 courses
  7. 07Industry DS Projects15 courses
  8. 08Special Topics13 courses

Start free

  • Foundations of Data Science
  • Core Python Programming

All-Access membership

All 85 courses, one membership

See plans and prices

Browse all coursesSee the map
achine learning+

Courses, in 8 stages

  1. 01Programming for AI/ML9 courses
  2. 02Statistics and ML Algorithms11 courses
  3. 03MLOps12 courses
  4. 04Deep Learning6 courses
  5. 05Agentic AI10 courses
  6. 06Time Series Forecasting9 courses
  7. 07Industry DS Projects15 courses
  8. 08Special Topics13 courses
  • Dashboard
  • Tutorials
  • Pricing
  • Testimonials
  • DS Career Path
Start freeSign in
  1. Courses
  2. Feature Engineering for Time Series Projects - I
  3. Feature Engineering and Intervention Analysis for Time Series Projects - Part 1

Lowess

Video · 4 min · Lesson 14 of 19

This lesson is part of All-Access

One membership opens all 85 courses. Members learn on our course site, edu.machinelearningplus.com, for now: sign in there with the same email.

See the plansContinue on our course siteWatch a free lesson
PreviousHow to find the appropriate window length of MANext lessonClassical Decomposition
Time Series ForecastingFeature Engineering for Time Series Projects - I

    1. Feature Engineering and Intervention Analysis for Time Series Projects - Part 18 min
    2. Why Do we need Feature EngineeringFree8 min
    3. Download Resources1 min
    4. Setup and Import Datasets4 min
    5. Date Time Features4 min
    6. Create Country specific Holidays11 min
    7. Lag Features10 min
    8. Window Features7 min
    9. Cyclical Features5 min
    10. Box Cox Transformation5 min
    11. Course Review1 min
    12. Moving Averages3 min
    13. How to find the appropriate window length of MA3 min
    14. Lowess4 min
    15. Classical Decomposition2 min
    16. STL Seasonality2 min
    17. MSTL4 min
    18. Fourier Transforms2 min
    19. Types of Features7 min

Get new articles, videos and live session news

Join 57,000+ fine folks. Stay as long as you’d like. Unsubscribe anytime.

achine learning+

Learn and master AI and data science.

We accept

Visa, PayPal, American Express, Mastercard and bank transfer

Roadmap

  • The complete roadmap
  • Programming for DS
  • ML algorithms
  • MLOps
  • Deep learning
  • Generative AI
  • Time series
  • DS industry projects
  • Supplementary courses

Offerings

  • All courses
  • All-Access membership
  • Course map
  • Tutorials
  • YouTube
  • 30-day DS interview prep
  • Task list for DS projects
  • Jobs

Company

  • About us
  • Testimonials
  • Contact us
  • Drop a query
  • Newsletter

© 2026 Machine Learning Plus. All rights reserved.

  • Privacy policy
  • Terms of service
  • Terms and conditions
  • Refund policy
  • Imprint