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1. Semantic-Segamentation-with-U-Net-and-DeepLabV3 Semantic-Segamentation-with-U-Net-and-DeepLabV3 Public

   This project explores semantic segmentation on CUB-200-2011 and Pascal VOC 2012 using U-Net and DeepLabV3 with PyTorch, combining data augmentation, class balancing, and hybrid loss functions.

   Python

2. Gradient-Boosting-Implementation Gradient-Boosting-Implementation Public

   This project features an implementation of the Gradient Boosting algorithm, an ensemble method that combines multiple decision trees (stumps). It utilizes gradient descent optimization to minimize …

   Jupyter Notebook

3. Genomics-and-High-Dimensional-Data Genomics-and-High-Dimensional-Data Public

   Performing PCA, K-means and fitting a Logistic Regression to find the difference of 3 type of Genomics

   Jupyter Notebook

4. Neuronal-Communication-Analysis-in-Blue-Crab-Stomatogastric-Organ Neuronal-Communication-Analysis-in-Blue-Crab-Stomatogastric-Organ Public

   This project analyzes data from two neurons (LP and VD) in the blue crab's stomatogastric organ. Using information theory techniques (entropy, mutual information, temporal, and SAX coding), it aims…

   Jupyter Notebook

5. PCA_FaceRecognition PCA_FaceRecognition Public

   This program realizes face recognition with pca.

   R

6. QLearning-and-SARSA-Implementation QLearning-and-SARSA-Implementation Public

   This project demonstrates the implementation of two reinforcement learning algorithms: Q Learning and SARSA. These algorithms are evaluated across various grid world maps to analyze their performan…

   Jupyter Notebook