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1. energy-consumption-forecasting energy-consumption-forecasting Public

   Try machine learning model vs deep learning. XGBoost is used for forecasting and recurrent neural networks (RNN, LSTM) are applied to the same dataset. RNN provide the best model.

   Jupyter Notebook 1

2. sentiment-analysis-of-recipe-reviews sentiment-analysis-of-recipe-reviews Public

   Project to conduct NLP for sentiment analysis using NLPToolkit, RegEx and Sci-Kit learn.

   Jupyter Notebook

3. pneumonia_cnn pneumonia_cnn Public

   Convolutional Neural Network to identify cases of pneumonia from x-rays.

   Jupyter Notebook

4. Tree-Cover-Classification-Project Tree-Cover-Classification-Project Public

   Using a one-vs-rest approach to classify each of 7 tree types; correctly classify 99% of entries in test dataset (assuming 50% threshold).

   HTML

5. Gradient-Descent Gradient-Descent Public

   Notebook demonstrating gradient descent and the maths behind Linear and Logistic Regression.

   Jupyter Notebook