drwiiche / electricity-consumption

all the things i use to model mid and long term electricity consumption forcasting using deeplearning

electricity-consumption

all the things i use to model mid and long term electricity consumption forcasting using deeplearning

Forecasting of power demand plays an essential role in the electric industry, as it provides the basis for making decisions in power system planning and operation. A great variety of methods for predicting electricity demand are being used by electrical companies, which are applicable to short-term, medium-term or long-term forecasting. this paper maybe realy good to checkout :

• https://arxiv.org/ftp/arxiv/papers/1909/1909.08182.pdf

used to do research :

• scholarvox : [] raja.belaabed @ usmba.ac.ma

youtube channels :

https://www.youtube.com/channel/UCb2aFMZk4tlxotB14sNBQXA/videos

Links :

must read:

• https://kanoki.org/2020/04/30/time-series-analysis-and-forecasting-with-arima-python/

• machine learning enginner nanodegree o https://github.com/tm1611

• https://soumilshah1995.blogspot.com/2019/08/project-data-analysis-and.html

• https://www.neuraldesigner.com/blog/electricity_demand_forecasting

• http://pycon.hk/2017/topics/machine-learning-on-energy-consumption-prediction/#

Jupyter Notebooks :

1. https://github.com/phlinhng/electricity-consumption-neural/blob/master/electricity%20lstm.ipynb

Courses :

i did go through the entire python path in codeacademy, it costs me some time, but it was helpful.

Papers :

state of the art

• https://eprints.qut.edu.au/128957/1/Energy%20Consumption%20Prediction%20Using%20Machine%20Learning%3B%20A%20Review.pdf

machine learning vs statistical methods :

• https://machinelearningmastery.com/findings-comparing-classical-and-machine-learning-methods-for-time-series-forecasting/

machine learning vs statistical methods for time series forecasting :

• https://paperswithcode.com/paper/machine-learning-vs-statistical-methods-for

projetcs to do :

Malaria Cell Image Prediction

explained here :

• https://github.com/ap-101/Disease-Prediction-Model/blob/master/Malaria%20Cell%20Image%20Prediction.ipynb

Dataset of corona virus reaady to use :

• https://drive.google.com/file/d/1odxJF4kyHEtBqhkvz3iXpV3iQK34m6z0/view