# 🚀 Timepulse: Unleash the Power of Time Series Processing and Modeling!
Welcome to Timepulse, your ultimate destination for conquering the world of time series data with unprecedented ease and efficiency.
## Table of Contents 🌟
- [Installation Magic](#installation)
- [Journey into the Time Dimension](#usage)
- [Spellbinding Features](#features)
- [Contribute to the Time Nexus](#contributing)
- [License](#license)
- [Credits: Makers of Timepulse](#credits)
## Installation 🧙♂️
To summon the might of Timepulse into your realm, a simple pip command shall suffice:
```bash
pip install timepulse
```
# Timepulse: Unleash the Power of Time Series Processing and Modeling!
Witness the seamless integration of temporal mastery into your coding sanctum!
## Journey into the Time Dimension ⏳
Embark on an odyssey through time as you harness the Timepulse magic. Transform raw time series data into insights that transcend the ordinary. Your code, now a symphony of temporal brilliance!
### How to use timepulse
#### Import
```{python}
from timepulse.models.nn import MultivariateDenseWrapper
from timepulse.utils.models import run_model
```
#### Run model
```{python}
y_pred, result_metrics = run_model(model_instance, X_train.values, y_train, X_val.values, y_val, verbose=0)
```
#### Results example
```
[ 8287547.5 10593171. 12349981. 13229407. 10743349. 8585146.
7701900. 6690604.5 6193717.5 5999759. 5651086.5 5573535.5
9689985. 12014953. 14384974. 14222123. ],
{'mae': 452268.53, 'mse': 452862200000.0, 'rmse': 672950.4, 'mape': 4.8490524, 'smape': 10.239903, 'mase': 0.31943747, 'r2_score': 0.94421965}
```
## Spellbinding Features ✨
- **Temporal Alchemy:** Shape time series data effortlessly.
- **Predictive Sorcery:** Unlock the future with powerful modeling.
- **Intuitive Elixir:** Simplify complexities with an enchantingly user-friendly interface.
## License 📜
[Timepulse - The SQD License](https://www.squaredev.io/)
## Credits: Makers of Timepulse 🌈
Timepulse was conjured into existence by the brilliant minds at Squaredev. Their dedication to temporal excellence knows no bounds.
Embark on a journey with Timepulse – where time meets brilliance, and magic unfolds! ✨🕰️🚀
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