Time Series Analysis in Python Tutorial - V1
Video Not Working? Fix It Now
Learn how to run Time Series Analysis Forecasting in Python. In this tutorial, we go over 4 different forecasting models; Arima, Auto Arima, Prophet and Regression. We also go through how to tune / improve your Arima model manually or automatically. Later on in this series, we go through how to deploy your time series forecasting model in Power BI.
Support the channel on Patreon:
https://www.patreon.com/data360yp
Data Analytics Course Link:
http://ipidata.teachable.com/
Video Part 1:
• What is a Time Series Model?
• Importing / Installing packages
• Problem Formulation - What are we trying to solve?
• Reading / Loading the Raw Data into Python From CSV
• Data Pre-Processing Phase
• Splitting the Raw Data
• Running Arima (Autoregressive Integrated Moving Average) - 1 Country
• Parameter Tuning
• Running Auto-Arima
Video Part 2:
• Running Prophet
• Running Arima & Auto-Arima Together
• Running Arima, Auto-Arima, Prophet & Linear Regression Together
• Storing the outputs all together
• Fixing bugs in for loops
• Running all models on all countries
• Combining actuals with predictions
• Exporting the Data
Video Part 3:
• Power BI
Data Analytics Course Link: http://ipidata.teachable.com/
GitHub repo:
https://github.com/Pitsillides91/Python-Tutorials/tree/master/Time%20Series%20Tutorial
FREE TUTORIALS:
How to download and install Python through Anaconda:
https://youtu.be/__8BK62j-bw
Numpy Tutorial:
https://youtu.be/612VyfQ30dQ
Pandas Tutorial:
https://youtu.be/CeYHniDCF9c
Joins / Merges Tutorial:
https://youtu.be/OC-estd4JT0
MatPlotLib Tutorial:
https://youtu.be/0QLJduh1MNM
Seaborn Tutorial:
https://youtu.be/Pkvdc2Z6eBg
Machine Learning – Linear Regression Tutorial:
https://youtu.be/lfuJgQwY6Po
Machine Learning – Logistic Regression Tutorial:
https://youtu.be/tODN7x3BO_E
Machine Learning – Unsupervised Learning – K means Clustering:
https://youtu.be/JZSYll1j6QA
Tags:
Time series models in python
Arima in python
Auto arima in python
Prophet in python
Regression in python
Arima example in python
Prophet example in python
How to run time series models in python
How to run arima in python
How to run prophet in python
time series forecasting python
While loop with multiple time series models in python
Time series machine learning in python
time series forecasting
plot time series python
python time series
facebook prophet
arima
Time series models in python
Arima in python
Auto arima in python
Prophet in python
Regression in python
Arima example in python
Prophet example in python
How to run time series models in python
How to run arima in python
How to run prophet in python
While loop with multiple time series models in python
Time series machine learning in python
time series forecasting
plot time series python
python time series
time series forecasting python
facebook prophet
arima
Comment
