References used for the Machine Learning and Statistics project.
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[1] Dataset: power production dataset from Lecturer Ian McLoughlin Github account.
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[2] Website: The Irish Wind Energy Association (IWEA) at https://www.iwea.com
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[3] Website: [Eirgrid Smart grid dashboard](http://smartgriddashboard.eirgrid.com/#all/about/wind] at http://smartgriddashboard.eirgrid.com
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[4] Website: Wind Energy Basics at https://windeurope.org
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[5] Website: How to calculate power output of wind at https://www.windpowerengineering.com
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[6] Website Calculating energy production from weather forecast in Python. Blog article at https://medium.com
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[7] Research Article: Wind Turbine Power Curve Modeling Using Advanced Parametric and Nonparametric Methods by Shahab Shokrzadeh, Student Member, IEEE, Mohammad Jafari Jozani, and Eric Bibeau. IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, VOL. 5, NO. 4, OCTOBER 2014. link provided by [6] Available from https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=6894235
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[8] [Using_machine_learning_to_predict_wind_turbine_power_output] (https://www.researchgate.net/publication/257748412_Using_machine_learning_to_predict_wind_turbine_power_output) by A Clifton, L Kilcher, J K Lundquist and P Fleming, ENVIRONMENTAL RESEARCH LETTERS, doi:10.1088/1748-9326/8/2/024009, Environ. Res. Lett. 8 (2013) 024009 (8pp) at https://www.researchgate.net
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[9] Website: Wiki on Wind Turbine Design at https://en.wikipedia.org
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[10] Website: FAQ on Wind Watch at https://www.wind-watch.org
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[11] Website: The Importance of Data Splitting Blog article at https://realpython.com
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[12] Website Polynomial Regressions - extending linear models Package documentation at https://scikit-learn.org
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[13] Website: Polynomial Regression with Scikit learn: What You Should Know Blog article at https://towardsdatascience.com/
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[14] Website: How to fit a polynomial curve to data using scikit-learn Blog article at https://stackoverflow.com
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[15] Website:Python Implementation of Polynomial Regression Blog article at https://www.geeksforgeeks.org
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[16] Website:sklearn.metrics.r2_score Package documentation at https://scikit-learn.org
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[17] Website:Artificial Neural Networks Article at https://www.investopedia.com
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[18] Website:Mit News explains Neural Networks Deep Learning Article at https://news.mit.edu
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[19] Website:Neural Networks Concepts Tutorial at https://ml-cheatsheet.readthedocs.io
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[20] Website:Tensorflow Tutorial Tutorial at https://machinelearningmastery.com
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[21] Website: Tensorflow/tf/keras Package documentation at https://www.tensorflow.org
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[22] Website: [Tensorflow](https://www.tensorflow.org/api_docs/python/tf/keras/optimizers/Adam] Package documentation at https://www.tensorflow.org
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Website: Supervised and Unsupervised Machine Learning Algorithms Tutorial at https://machinelearningmastery.com
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[23] Website: Activation functions in Neural Networks Blog article at https://medium.com
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[24] Website: First Neural Network with Python Keras Tutorial at https://machinelearningmastery.com
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Website: Sequential Mode User guide at https://www.tensorflow.org
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Website: The importance of batch sizes Blog article at https://machinelearningmastery.com
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Website: Data Leakage in Machine Learning Blog article at https://machinelearningmastery.com
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Website: Normalisation before or after splitting the data into training and test sets Blog article at https://datascience.stackexchange.com
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Website: Artificial Neural Network
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Website: Machine Learning: Polynomial Regression with Python Blog article at https://towardsdatascience.com
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Website: Linear Regression Example Package documentation at https://scikit-learn.org
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Website: Polynomial Regression with Python Blog article at https://towardsdatascience.com
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Website: Python | Implementation of Polynomial Regression. Tutorial at https://www.geeksforgeeks.org
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Website: Polynomial Regression in Python Blog article at https://medium.com
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Video: Understanding Polynomial Regression by Mazen Ahmed. Video Tutorial at https://www.youtube.com
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Website: What does RMSE really mean? Blog article by James Moody
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Website: Batch Normalization Tensorflow Keras Example Blog article at https://towardsdatascience.com
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Website: How to normalize features in TensorFlow Blog article at https://towardsdatascience.com
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Website: How to use Data Scaling Improve Deep Learning Model Stability and Performance
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Website: TensorFlow 2 Tutorial: Get Started in Deep Learning With tf.keras
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Website: Tensorflow
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Website: Install TensorFlow with pip. User guide at https://www.tensorflow.org
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Website: Keras Training Guide. User guide at https://keras.io
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Website: pandas.DataFrame.drop. Package documentation at https://pandas.pydata.org/
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Website: Neural Network
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Website: Plotting in Jupyter Notebook Blog at https://towardsdatascience.com