Ying-ru,Liu's starred repositories

Air-Pollution-Forecasting

Time Series Analysis of Air Pollutants(PM2.5) using LSTM model

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NTU-Thesis-LaTeX-Template

🎓 Unofficial LaTeX templates for your graduate thesis (both master's theses and doctoral dissertations) at National Taiwan University. 國立臺灣大學碩博士學位論文 LaTeX 模板

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PSPNet

Pyramid Scene Parsing Network, CVPR2017.

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pspnet-pytorch

PyTorch implementation of PSPNet segmentation network

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SampleCode

交通部為落實智慧運輸政策、加速運輸資料整合與開放,創建「TDX運輸資料流通服務平臺」,期透過Open API服務之整合,建立運輸領域開放資料的單一入口,便利加值業者從單一介面快速獲取所需資料。

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SatellitePollutionCNN

Developed a novel algorithm to predict air pollution levels with state-of-art accuracy using deep learning and GoogleMaps satellite images

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Image_Based_Air_Pollution_detection_using_InceptionV3_Model

In this project work, the main motive is to build a deep learning model to detect air pollution from real-time images. In order to achieve that goal, we have collected data from different sources and then enhanced the low-quality images using the Image enhancement technique. Our next step was to train a CNN (Convolutional Neural Network) on the images in order to detect air pollution by analyzing the clearness of the sky in the image. In this work, we have used the Inception V3 model. After the successful testing of the CNN model, we have deployed the model on an Android Application.

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air_pollution

Predicting Air Quality from Webcam Images with Deep Learning

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Beijing-air-quality-prediction-internship

This project has applied Machine Learning and Deep Learning techniques to analyse and predict the Air Quality in Beijing.

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Air_quality_pred

Machine Learning model which uses closed-form solution of Locally Weighted Regression (LOWESS) Algorithm to predict the Quality of Air

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CSE523-Machine-Learning-2023-Air-Quality-Prediction

This repository contains codes, datasets, results, and reports of a machine learning project on air quality prediction.

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pm2.5-forecaster

This project aims at forecasting the PM2.5 concentration using the other environmental factors.

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PM2.5-GNN

PM2.5-GNN: A Domain Knowledge Enhanced Graph Neural Network For PM2.5 Forecasting

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Computervisionprojects

Computer Vision Projects

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HeadFirstDesignPatterns_python

Example code from Head First Design Patterns translated to python

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OTDocs

Documentation for all OpenTrafficCam Modules

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ChatGPT

🔮 ChatGPT Desktop Application (Mac, Windows and Linux)

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networkx

Network Analysis in Python

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optimizationmodels

Optimization models using various solvers

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VGG16-Model-Transfer-Learning

Transfer learning using tensorflow VGG16 image classification model

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tensorflow-vgg

VGG19 and VGG16 on Tensorflow

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keras

Deep Learning for humans

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RCAN

PyTorch code for our ECCV 2018 paper "Image Super-Resolution Using Very Deep Residual Channel Attention Networks"

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pyscripter

Pyscripter is a feature-rich but lightweight Python IDE

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Jupyter-arcpy

Setting Up Jupyter notebooks for ArcGIS

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arcgis-python-api

Documentation and samples for ArcGIS API for Python

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Learn-Python-

sharing and learning python skills

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kaggle-titanic

A tutorial for Kaggle's Titanic: Machine Learning from Disaster competition. Demonstrates basic data munging, analysis, and visualization techniques. Shows examples of supervised machine learning techniques.

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kaggle-solutions

🏅 Collection of Kaggle Solutions and Ideas 🏅

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