From 67ba2b7dcd01d7f3891e569895e0b8642c306517 Mon Sep 17 00:00:00 2001 From: msikorski93 <45270023+msikorski93@users.noreply.github.com> Date: Mon, 11 Mar 2024 16:02:52 +0100 Subject: [PATCH] Update README.md Add description for new March 2024 update. --- README.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/README.md b/README.md index bcdc9b6..106277e 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,13 @@ # Forecasting-Inflation-Rates-of-Poland Recently inflation is a popular topic in Poland and is highest since the 90s. Experts presume inflation in Poland should continue to rise. The time series forecasting was completed by implementing the autoregressive methods. +* New update for March 2024. Inflation values were forecasted with deep learning: CNN & LSTM. The out-of sample predictions confirm that Polish inflation will continue to fall. Based on evaluation metrics and model residuals, the CNN is a better choice. + +| | RMSE | R2 | MAE | MAPE [%] | +|----------|--------|---------|--------|----------| +| **CNN** | 0.4008 | 0.9892 | 0.3012 | 0.1753 | +| **LSTM** | 0.4957 | 0.9835 | 0.3736 | 0.2218 | + * New update for March 2023. ![march_2023](https://user-images.githubusercontent.com/45270023/225881806-0ef77db7-9e9a-426d-88c2-0291da383201.jpg)