london-bike-sharing-time-series-analysis

Multivariate time series analysis on london bike sharing dataset

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Table of Contents

• Description
• Techniques
• License
• Author Info

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Description

In this project, I went through tackling a multivariate time series problem using both statistical modeling and deep learning models.

• Firstly, I did some exploratory data analysis to better understand the data which are shown below.
  

• Secondly, I try to check whether data is stationary or not because VAR model needs each feature to be stationary.
  

• Finally, I am going to run both a lstm model and also a TCN model to make a comparison between the statistical models and deep learning ones.
  

Techniques

• Time Series Analysis
  • Exploratory Data Analysis
  • Statistical Models
    • Vector autoregression (VAR)
  • Deep Learning
    • Long short-term memory (LSTM)
    • Temporal convolutional networks (TCN)

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License

Apache 2.0 license

Copyright (c) [2020] [Shakib Yazdani]

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Author Info

• Twitter - @iamshakibyz
• LinkedIn - shakib-yazdani

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