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1. Optimization-of-building-energy-consumption Optimization-of-building-energy-consumption Public

   This repo demonstrates how to build a surrogate (proxy) model by multivariate regressing building energy consumption data (univariate and multivariate) and use (1) Bayesian framework, (2) Pyomo pac…

   Jupyter Notebook 23 6

2. Time-series-regression-of-Rossmann-stores-sales-data Time-series-regression-of-Rossmann-stores-sales-data Public

   In this notebook, I built machine learning and neural network models to regress and predict Rossmann stores' daily sales.

   Jupyter Notebook 2 1

3. Segmentation-of-satellite-images-of-water-bodies Segmentation-of-satellite-images-of-water-bodies Public

   In this notebook, I employed built-in Keras Sequential model and pretrained ResNet50 model using Pytorch to perform segmentation of satellite images of water bodies.

   Jupyter Notebook 5 3

4. MATLAB_modeling_two_phase_flow MATLAB_modeling_two_phase_flow Public

   Modeling two-phase flow and transport in porous media using MATLAB.

   MATLAB 7

5. Cluster-analysis-of-pressure-decline-during-solute-transport-in-bulk-liquid Cluster-analysis-of-pressure-decline-during-solute-transport-in-bulk-liquid Public

   In this notebook, I used unsupervised machine learning algorithms (K-Means and K-Plane) to cluster times series data.

   Jupyter Notebook 1

6. Linear-Programming-MILP-DP-NLP-Optimization-With-Python Linear-Programming-MILP-DP-NLP-Optimization-With-Python Public

   This notebook serves as an introduction to Linear Programming and MILP with Python, covering both the concepts and practical applications through various popular optimization problems.

   Jupyter Notebook 6 2