Time Series: Concepts, Visualizations, Example Code, Example Projects
What is Time Series
https://en.wikipedia.org/wiki/Time_series
A comprehensive beginner’s guide to create a Time Series Forecast (with Codes in Python and R)
https://www.analyticsvidhya.com/blog/2016/02/time-series-forecasting-codes-python/
A Complete Tutorial on Time Series Modeling in R
https://www.analyticsvidhya.com/blog/2015/12/complete-tutorial-time-series-modeling/
Creating Time Series Forecast using Python
https://courses.analyticsvidhya.com/courses/creating-time-series-forecast-using-python?utm_source=blog&utm_medium=TimeSeriesForecastComprehensivearticle
6.4.1. Definitions, Applications and Techniques
https://www.itl.nist.gov/div898/handbook/pmc/section4/pmc41.htm
Forecast and Trend
https://www.excel-easy.com/examples/forecast-trend.html
Time Series Analysis: Seasonality
http://slideplayer.com/slide/1507153/
Cyclic and seasonal time series
https://robjhyndman.com/hyndsight/cyclicts/
Time Series and Forecasting
https://www.slideshare.net/bmcfad01/chapter-16-2700149
Stationary and non-stationary Time Series
https://www.analyticsvidhya.com/blog/2015/12/complete-tutorial-time-series-modeling/
Metric graphs 101: Timeseries graphs: Representing Time Series
Line Graph, Bar Graph, Heatmap, Area Graph, Stacked Area Graphs
https://www.datadoghq.com/blog/timeseries-metric-graphs-101/
Stock Market Graphs
https://ca.finance.yahoo.com/quote/%5EGSPTSE?p=%5EGSPTSE&guccounter=1
Half Life
https://en.wikipedia.org/wiki/Exponential_decay#Half-life
Decomposing Time Series
https://otexts.com/fpp2/classical-decomposition.html
Decomposition of time series
https://en.wikipedia.org/wiki/Decomposition_of_time_series
Area Chart
https://en.wikipedia.org/wiki/Area_chart
Area Graph
https://datavizcatalogue.com/methods/area_graph.html
Represent Time Series with Heatmap
https://datavizcatalogue.com/methods/heatmap.html
Time Series Visualizations – An overview
http://complexdatavisualized.com/time-series-visualizations-an-overview/
Visualization: The Ebb and Flow of Movies: Box Office Receipts 1986 — 2008
http://archive.nytimes.com/www.nytimes.com/interactive/2008/02/23/movies/20080223_REVENUE_GRAPHIC.html
Why we need frequency domain?
https://math.stackexchange.com/questions/55310/why-we-need-frequency-domain
Time–frequency analysis for music signals
https://en.wikipedia.org/wiki/Time%E2%80%93frequency_analysis_for_music_signals
What is the difference between Time domain and frequency domain
https://www.researchgate.net/post/What_is_the_difference_between_Time_domain_and_frequency_domain10
Frequency Domain and Fourier Transforms
http://www.princeton.edu/~cuff/ele201/kulkarni_text/frequency.pdf
Moving Average (MA)
https://www.investopedia.com/terms/m/movingaverage.asp
Calculation of Trend by Moving Average Method
https://www.toppr.com/guides/business-mathematics-and-statistics/time-series-analysis/moving-average-method/
Basic Feature Engineering With Time Series Data in Python
https://machinelearningmastery.com/basic-feature-engineering-time-series-data-python/
Time Series Feature Extraction for industrial big data (IIoT) applications
https://towardsdatascience.com/time-series-feature-extraction-for-industrial-big-data-iiot-applications-5243c84aaf0e
Taxonomy of Time Series Forecasting Problems
https://machinelearningmastery.com/taxonomy-of-time-series-forecasting-problems/
How To Identify Patterns in Time Series Data: Time Series Analysis
http://www.statsoft.com/textbook/time-series-analysis
An Introduction to Stationary and Non-Stationary Processes
https://www.investopedia.com/articles/trading/07/stationary.asp
A Gentle Introduction to Handling a Non-Stationary Time Series in Python
https://www.analyticsvidhya.com/blog/2018/09/non-stationary-time-series-python/
