Home - HimajaYerra/Masters-Dissertation GitHub Wiki

Welcome to the Masters-Dissertation wiki!

Used resources and links:

For ARIMA Model Parameters: https://stats.stackexchange.com/questions/44992/what-are-the-values-p-d-q-in-arima

ARIMA model steps https://medium.com/@josemarcialportilla/using-python-and-auto-arima-to-forecast-seasonal-time-series-90877adff03c

ARIMA code Implementation http://www.statsmodels.org/dev/examples/notebooks/generated/tsa_arma_0.html

Time-Series Data Basics https://arxiv.org/ftp/arxiv/papers/1302/1302.6613.pdf

GAN using keras & tensorflow for image data https://towardsdatascience.com/gan-by-example-using-keras-on-tensorflow-backend-1a6d515a60d0

CNN examples: https://www.tensorflow.org/tutorials/estimators/cnn implementing basic regression model using keras

https://machinelearningmastery.com/regression-tutorial-keras-deep-learning-library-python/

Plot Time series data by using sampling in pandas

http://benalexkeen.com/resampling-time-series-data-with-pandas/

tweaking cnn: https://towardsdatascience.com/a-deeper-understanding-of-nnets-part-1-cnns-263a6e3ac61

super cool tutorial for neural networks

https://www.datacamp.com/community/tutorials/deep-learning-python?utm_campaignid=282465143&utm_adgroupid=1145691569132408 &utm_device=c&utm_keyword=datacamp.com%2Fcommunity%2Ftutorials&utm_matchtype=b&utm_network=o&utm_adpostion={adposition}&utm_creative={creative}&utm_targetid=dat-2323405508474124:loc-188&utm_loc_interest_ms=&utm_loc_physical_ms=41949&msclkid=c701105e660f16cc662a4b111d6e3633&utm_source=bing&utm_medium=cpc&utm_campaign=DSA%20Courses%20%7C%20%20Tier%201%20BING&utm_term=datacamp.com%2Fcommunity%2Ftutorials&utm_content=Community%20Tutorials%20DSA#finetune

Useful keras cheat sheet:

https://www.datacamp.com/community/blog/keras-cheat-sheet

upload files from drive to colab notebook https://medium.freecodecamp.org/how-to-transfer-large-files-to-google-colab-and-remote-jupyter-notebooks-26ca252892fa

time series - making it stationary http://dacatay.com/data-science/part-3-time-series-stationarity-python/

SARIMAX model complete http://dacatay.com/data-science/part-4-time-series-prediction-arima-python/

arimax - multi variate time series arima http://barnesanalytics.com/analyzing-multivariate-time-series-using-arimax-in-python-with-statsmodels

to check granger causality results https://quant.stackexchange.com/questions/37504/how-to-use-statsmodels-granger-causality-test-to-measure-the-lag-between-two-ti