Thread by David AndrΓ©s π€ππ
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- Mar 31, 2023
- #DataScience #Statistics
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π Tired of spending countless hours fine-tuning statistical models for Time Series Forecasting?
π§#Prophet can help!
𧡠THREADπ§΅
ππππ
#MachineLearning #DataScience #Python #TimeSeries #AI #ML
π§#Prophet can help!
𧡠THREADπ§΅
ππππ
#MachineLearning #DataScience #Python #TimeSeries #AI #ML
Prophet is an open-source library developed by Facebook that simplifies the process for analysts and non-experts alike!
π With traditional techniques such as:
πΉ ARIMA
πΉ Exponential Smoothing
adjusting parameters for accurate performance requires in-depth knowledge of underlying models...
πΉ ARIMA
πΉ Exponential Smoothing
adjusting parameters for accurate performance requires in-depth knowledge of underlying models...
But Prophet uses an additive regression model with:
πΉ non-linear trends
πΉ yearly, weekly, and daily seasonality
πΉ important events or holidays
πΉ non-linear trends
πΉ yearly, weekly, and daily seasonality
πΉ important events or holidays
Some of its key #advantages are:
πΉIt is lightning-fast, thanks to its implementation in the C++-based statistical programming language Stan, Prophet
πΉIt can handle missing data, outliers, and trend shifts with ease
πΉ user-friendly procedure for tweaking models
πΉIt is lightning-fast, thanks to its implementation in the C++-based statistical programming language Stan, Prophet
πΉIt can handle missing data, outliers, and trend shifts with ease
πΉ user-friendly procedure for tweaking models
Whether you're a seasoned analyst or just starting out, Prophet makes time series forecasting more accessible and efficient than ever before.
You can discover more in this week's #article. In which we focus on the modeling of the Trend component.
mlpills.dev/time-series/time-series-forecasting-with-facebook-prophet-i/
You can discover more in this week's #article. In which we focus on the modeling of the Trend component.
mlpills.dev/time-series/time-series-forecasting-with-facebook-prophet-i/
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RS Puniaπ @CodingMantras
Β·
Mar 31, 2023
Nice thread David!!!