datasets

datasets

2022/07/22

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https://pixabay.com/zh/photos/parkour-performance-movement-jump-643694/

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一、人工智慧 Python 基礎課 [1]。

1.1. Titanic

1.2. Boston

1.3. Iris

二、機器學習資料集 [2]。

2.1. The Digit Dataset

https://scikit-learn.org/stable/auto_examples/datasets/plot_digits_last_image.html

2.2. Plot randomly generated classification dataset

https://scikit-learn.org/stable/auto_examples/datasets/plot_random_dataset.html

2.3. The Iris Dataset（與 1.3 同）

https://scikit-learn.org/stable/auto_examples/datasets/plot_iris_dataset.html

2.4. Plot randomly generated multilabel dataset

https://scikit-learn.org/stable/auto_examples/datasets/plot_random_multilabel_dataset.html

三、10 Datasets from Kaggle [3]。

3.1. Titanic Dataset (Beginner)（與 1.1 同）

https://www.kaggle.com/c/titanic

3.2. Iris Dataset (Beginner)（與 1.3 同）

https://www.kaggle.com/datasets/uciml/iris

3.3. Train Dataset (Beginner)

https://www.kaggle.com/c/train-occupancy-prediction/data

3.4. Boston Housing Dataset (Beginner)（與 1.2 同）

https://www.kaggle.com/c/boston-housing

3.5. Alcohol and Drug Relation (Intermediate)

https://www.kaggle.com/datasets/jessicali9530/kuc-hackathon-winter-2018

3.6. Breast Cancer Wisconsin (Intermediate)

https://www.kaggle.com/datasets/uciml/breast-cancer-wisconsin-data

3.7. Pima Indians Diabetes (Intermediate)

https://www.kaggle.com/datasets/uciml/pima-indians-diabetes-database

3.8. Amazon Reviews (Intermediate)

https://www.kaggle.com/datasets/bittlingmayer/amazonreviews

3.9. MNIST Handwritten Digits (Advanced)

https://www.kaggle.com/c/digit-recognizer

3.10. CIFAR-100 (Advanced)

https://www.kaggle.com/datasets/fedesoriano/cifar100

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References

[1] 人工智慧 Python 基礎課

https://books.google.com.tw/books?id=2ij-DwAAQBAJ&pg=PR6&dq=%E4%BA%BA%E5%B7%A5%E6%99%BA%E6%85%A7+Python+%E5%9F%BA%E7%A4%8E+%E9%99%B3%E6%9C%83%E5%AE%89&hl=zh-TW&sa=X&ved=2ahUKEwiv_4e_vP74AhWDOnAKHWykBWAQ6AF6BAgHEAI#v=onepage&q=%E4%BA%BA%E5%B7%A5%E6%99%BA%E6%85%A7%20Python%20%E5%9F%BA%E7%A4%8E%20%E9%99%B3%E6%9C%83%E5%AE%89&f=false

[2] 機器學習資料集 Datasets - machine-learning

https://machine-learning-python.kspax.io/datasets

[3] 10 Datasets from Kaggle You Should Practice On to Improve Your Data Science Skills | by Chris Zita | Towards Data Science

https://towardsdatascience.com/10-datasets-from-kaggle-you-should-practice-on-to-improve-your-data-science-skills-6d671996177

[4] All the Datasets You Need to Practice Data Science Skills and Make a Great Portfolio | by Rashida Nasrin Sucky | Towards Data Science

https://towardsdatascience.com/all-the-datasets-you-need-to-practice-data-science-skills-and-make-a-great-portfolio-74f2eb53b38a

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scikit-learn（目錄）

https://mandhistory.blogspot.com/2022/07/scikit-learn.html

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Python Machine Learning（目錄）

https://mandhistory.blogspot.com/2022/05/python.html

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