timepulse 0.2.0

A set of tools to help with timeseries flow

🚀 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
• Journey into the Time Dimension
• Spellbinding Features
• Contribute to the Time Nexus
• License
• Credits: Makers of Timepulse

Installation 🧙‍♂️

To summon the might of Timepulse into your realm, a simple pip command shall suffice:

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

from timepulse.models.nn import MultivariateDenseWrapper
from timepulse.utils.models import run_model

Run model

 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

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! ✨🕰️🚀