Published May 2024
| Version v1.2
Lesson
Open
Time Series Data Preparation for CNN and LSTM
Authors/Creators
- 1. University Of Engineering and Technology Peshawar, Pakistan
Description
It a helpful code for absolute beginners to start work on time series data forecasting. It covers the following content.
- How to Prepare Time Series data for CNNs and LSTMs?
- How to Develop CNNs for Time Series data Forecasting?
- How to Develop LSTMs for Time Series data Forecasting?
- How to Load and Explore Household Energy Usage Data?
- How to Develop CNNs for Multi-step Energy Usage Forecasting?
- How to Develop LSTMs for Multi-step Energy Usage Forecasting?
Files
1_To_Prepare_Time_Series_Data_for_CNNs_and_LSTMs.ipynb
Additional details
Additional titles
- Subtitle (English)
- Time Series Data Preparation
- Subtitle (English)
- CNN
- Subtitle (English)
- LSTM
- Alternative title
- Data Preparation for CNN and LSTM
Identifiers
Related works
- Is supplement to
- Software: https://github.com/SyedHasnat/CNNs-LSTMs-Time-Series/tree/v1.2 (URL)
Dates
- Accepted
-
2024-05
Software
- Repository URL
- https://github.com/SyedHasnat/CNNs-LSTMs-Time-Series
- Programming language
- Python
- Development Status
- Concept