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geodata-analysis-mining's Introduction

GeoData-Analysis-Mining

The code of GeoData-A&M course

Homework 1

Clustering(K-Means) and Regression(RNN).

Dataset: 2020 Covid-19 Cases Data

Dependence:

numpy pytorch sklearn matplotlib pandas

How to use:

Run all cells in ./hw1/hw1.ipynb

Clustering Result:

clustering

Homework 2

Classify(KNN & CNN).

Dataset: 100 Sports Image Classification

Dependence:

numpy pytorch sklearn matplotlib pandas PIL torchvision

How to use:

  • Download the dataset, and move it to folder dataset
  • Run all cells in ./hw2/hw2.ipynb

CNN Classify Result:

clustering

Homework 3

Text mining, and NLP.

Dataset: javaGithub dataset

Dependence:

transformers pytorch fuzzywuzzy

How to use:

current version can't run correctly.

  • Download the dataset,
  • Run ipynb

Result:

geodata-analysis-mining's People

Contributors

faye0078 avatar

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