/Hack-UTD

Code for HackUTD

Primary LanguageJupyter Notebook

Electricity Usage forecasting

Dataset

https://openei.org/datasets/dataset/commercial-and-residential-hourly-load-profiles-for-all-tmy3-locations-in-the-united-states

I used only part 1 and part 2 due to space constraints and limited computing power.

The dataset is divided into multiple folders, each folder has electricity usage readings taken per hour for a duration of a month.

Link to the dataset:

https://mavsuta-my.sharepoint.com/:u:/g/personal/hanumavenkatasa_raja_mavs_uta_edu/ER7sMZO8I0BLsT_wj9aEY4kBsh2mjO9bzbm6duFOlK1FTQ?e=3UzHjb

References:

  1. https://aws.amazon.com/blogs/machine-learning/deploy-trained-keras-or-tensorflow-models-using-amazon-sagemaker/
  2. https://docs.aws.amazon.com/sagemaker/latest/dg/howitworks-create-ws.html
  3. https://aws.amazon.com
  4. https://medium.com/google-cloud/keras-inception-v3-on-google-compute-engine-a54918b0058
  5. https://heartbeat.fritz.ai/deploying-pytorch-and-keras-models-to-android-with-tensorflow-mobile-a16a1fb83f2
  6. https://towardsdatascience.com/how-to-convert-from-keras-to-tflite-with-zero-knowledge-of-tensorflow-5448a296ae67
  7. https://stackoverflow.com/questions/45874245/keras-deep-learning-model-to-android
  8. https://github.com/OmarAflak/Keras-Android-XOR
  9. https://github.com/amir-abdi/keras_to_tensorflow
  10. https://blog.goodaudience.com/introduction-to-1d-convolutional-neural-networks-in-keras-for-time-sequences-3a7ff801a2cf
  11. https://www.kaggle.com/alexanderlazarev/simple-keras-1d-cnn-features-split
  12. https://machinelearningmastery.com/keras-functional-api-deep-learning/
  13. https://machinelearningmastery.com/cnn-models-for-human-activity-recognition-time-series-classification/
  14. https://archive.ics.uci.edu/ml/datasets.html?format=&task=&att=&area=&numAtt=&numIns=&type=ts&sort=attUp&view=list
  15. https://www.kaggle.com/uciml/electric-power-consumption-data-set/kernels
  16. https://www.kaggle.com/utathya/electricity-consumption
  17. https://www.kaggle.com/c/ugent2018/data
  18. https://www.kaggle.com/amirrezaeian/time-series-data-analysis-using-lstm-tutorial
  19. https://www.kaggle.com/dannymathew/lstm-to-predict-electricity-consumption
  20. https://www.kaggle.com/datasets?sortBy=relevance&group=all&search=tag%3A'energy'
  21. https://www.kaggle.com/new-york-city/ny-dcas-managed-building-energy-usage
  22. https://data.world/databeats/household-power-consumption
  23. https://opendata.stackexchange.com/questions/5976/green-button-energy-data/5977#5977
  24. https://archive.ics.uci.edu/ml/datasets/individual+household+electric+power+consumption
  25. https://machinelearningmastery.com/how-to-load-and-explore-household-electricity-usage-data/
  26. https://catalog.data.gov/dataset/monthly-energy-consumption-by-sector