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The roadmap, in 8 stages

01Programming for AI/ML9 courses
02Statistics and ML Algorithms11 courses
03MLOps12 courses
04Deep Learning6 courses
05Agentic AI10 courses
06Time Series Forecasting9 courses
07Industry DS Projects15 courses
08Special Topics13 courses

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Foundations of Data Science
Core Python Programming

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achine learning+

Courses, in 8 stages

01Programming for AI/ML9 courses
02Statistics and ML Algorithms11 courses
03MLOps12 courses
04Deep Learning6 courses
05Agentic AI10 courses
06Time Series Forecasting9 courses
07Industry DS Projects15 courses
08Special Topics13 courses

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Introduction to Time Series Analysis
SEC 2: Components of Time Series

Seasonal Index Computation - Theory

Video · 16 min · Lesson 8 of 32

PreviousAdditive vs Multiplicative Time Series Next lessonWorkout Seasonal Index Computation

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Time Series ForecastingIntroduction to Time Series Analysis

1. Classical decomposition using Statsmodels3 min
2. STL Decomposition - video9 min
1. How to spot anamoly observations in time series9 min
1. How to Detrend a Time series6 min
2. Detrending - Code Demo - video4 min
1. How to Deseasonalize Time Series - Approaches8 min
2. How to measure the strength of Trend and Seasonality8 min

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