Young-Shiuan(Sharon) Hsu's repositories

Signal-Transmission-Simulation

Simulated how a signal is transmitted and received by adding time and frequency distortion to the channel. Designed the transmitter, modulation techniques, and the decoding and demodulation on the receiver side.

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Driver-License-Plate-recognition

This is a project focusing on how license plate recognition perform with different image processing techniques

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Image-Compression

JPEG compression without any toolbox. Compression rate 40%.

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Image-Recognition

Image classification method: SVM, Logistic Regression, CNN, Transfer Learning(ResNet)

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ML-Classification-Methods

Implementing Bayes' Classifier, K-NN, PCA, MDA, Kernel SVM and Adaboost without using toolbox

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Noise-Cancellation-with-Match-Filter

Find the match filter of the room for noise reduction

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Pitch-Extraction-with-ML

By training different ML model on Pitch extraction and see the how it performs

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Fake-Image-Detection

Fake image detection with CNN for Kaggle dataset

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Hackathon-Project

Written a website help people with certain food or religion restriction to search for food in Taiwan. Backend built with Python(Flask) and frontend with HTML, CSS, JS.

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Kmeans-Algorithm-and-Spectral-Clustering

This is a small class project to visualize how K means clustering and spectral clustering are different.

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Machine-Learning-from-scratch

This project focus on machine learning algorithms and implement without using any toolbox. Train a feed forward model with MNist handwritten digits dataset.

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Motion-Estimation

Mini project: Motion estimation of two given image.

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