Time Series Forecasting with Machine Learning
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TIMESTAMPS
0:00 Introduction
1:51 Defining Problem
2:50 Understanding the Data
3:18 Analyzing Data (Trend, Seasonality)
4:40 Traditional Timeseries Forecasting (ARIMA, Prophet)
6:01 Univariate & Multivariate Time series
8:15 Time series with Machine Learning
9:02 Types of Time series models
11:05 Machine Learning Vs. Traditional Time Series
REFERENCES
[1] Math behind Facebook prophet: https://medium.com/future-vision/the-math-of-prophet-46864fa9c55a
[2] Traditional time series analysis step by step: https://www.kaggle.com/freespirit08/time-series-for-beginners-with-arima
[2] Dealing with time series data: https://online.stat.psu.edu/stat510/lesson/1
[3] Catboost is slick : https://catboost.ai/docs/concepts/tutorials.html
Видео Time Series Forecasting with Machine Learning канала CodeEmporium
Kite is a free AI-powered coding assistant that will help you code faster and smarter. The Kite plugin integrates with all the top editors and IDEs to give you smart completions and documentation while you’re typing. I've been using Kite. Love it!
Learn more: https://www.kite.com/get-kite/?utm_medium=referral&utm_source=youtube&utm_campaign=codeemporium&utm_content=description-only
TIMESTAMPS
0:00 Introduction
1:51 Defining Problem
2:50 Understanding the Data
3:18 Analyzing Data (Trend, Seasonality)
4:40 Traditional Timeseries Forecasting (ARIMA, Prophet)
6:01 Univariate & Multivariate Time series
8:15 Time series with Machine Learning
9:02 Types of Time series models
11:05 Machine Learning Vs. Traditional Time Series
REFERENCES
[1] Math behind Facebook prophet: https://medium.com/future-vision/the-math-of-prophet-46864fa9c55a
[2] Traditional time series analysis step by step: https://www.kaggle.com/freespirit08/time-series-for-beginners-with-arima
[2] Dealing with time series data: https://online.stat.psu.edu/stat510/lesson/1
[3] Catboost is slick : https://catboost.ai/docs/concepts/tutorials.html
Видео Time Series Forecasting with Machine Learning канала CodeEmporium
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