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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "d895d690",
+ "metadata": {},
+ "source": [
+ "# Forecasting Polish Inflation Rates (March 2024 Update)\n",
+ "\n",
+ "Author: **Marcin Sikorski**
\n",
+ "Date: March, 2024\n",
+ "\n",
+ "Update of univariate time series forecasting. The forecast will be performed with deep learning.\n",
+ "\n",
+ "**Notebook Content:**\n",
+ "1. Reading Dataset\n",
+ "2. Preprocessing Data\n",
+ "3. Convolutional Neural Network (CNN)\n",
+ "4. Long Short-Term Memory (LSTM)\n",
+ "5. Out-Of Sample Predictions\n",
+ "6. Conclusion\n",
+ "\n",
+ "### 1. Reading Dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "61b262f2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Rate | \n",
+ "
\n",
+ " \n",
+ " | Date | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 2023-09-30 | \n",
+ " 7.7 | \n",
+ "
\n",
+ " \n",
+ " | 2023-10-31 | \n",
+ " 6.3 | \n",
+ "
\n",
+ " \n",
+ " | 2023-11-30 | \n",
+ " 6.3 | \n",
+ "
\n",
+ " \n",
+ " | 2023-12-31 | \n",
+ " 6.2 | \n",
+ "
\n",
+ " \n",
+ " | 2024-01-31 | \n",
+ " 3.9 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "