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ewis:laboratoare:11 [2022/05/18 19:08] alexandru.predescu |
ewis:laboratoare:11 [2023/04/26 19:18] (current) alexandru.predescu [Resources] |
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Useful libraries for data science in Python include: | Useful libraries for data science in Python include: | ||
- | **[Machine Learning]** | + | **Machine Learning** |
* [[https://scikit-learn.org/stable/|Scikit-learn]] | * [[https://scikit-learn.org/stable/|Scikit-learn]] | ||
+ | |||
+ | **Deep Learning** | ||
* [[https://www.tensorflow.org/learn|TensorFlow]] | * [[https://www.tensorflow.org/learn|TensorFlow]] | ||
* [[https://keras.io/|Keras]] | * [[https://keras.io/|Keras]] | ||
- | **[Data Processing]** | + | **Data Processing** |
* [[https://pandas.pydata.org/|Pandas]] | * [[https://pandas.pydata.org/|Pandas]] | ||
* [[https://numpy.org/|NumPy]] | * [[https://numpy.org/|NumPy]] | ||
* [[https://www.scipy.org/|SciPy]] | * [[https://www.scipy.org/|SciPy]] | ||
- | **[Visualizations]** | + | **Visualizations** |
* [[https://matplotlib.org/|matplotlib]] | * [[https://matplotlib.org/|matplotlib]] | ||
* [[https://seaborn.pydata.org/|Seaborn]] | * [[https://seaborn.pydata.org/|Seaborn]] | ||
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You can use any open dataset. Some common sources include: | You can use any open dataset. Some common sources include: | ||
- | **[Dataset aggregators for Machine Learning projects]** | + | **Dataset aggregators for Machine Learning projects** |
* [[https://www.kaggle.com/datasets|Kaggle]] | * [[https://www.kaggle.com/datasets|Kaggle]] | ||
* [[https://data-flair.training/blogs/machine-learning-datasets/|Data Flair]] | * [[https://data-flair.training/blogs/machine-learning-datasets/|Data Flair]] | ||
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* [[https://archive.ics.uci.edu/ml/datasets.php|UCI Machine Learning Repository]] | * [[https://archive.ics.uci.edu/ml/datasets.php|UCI Machine Learning Repository]] | ||
- | **[Open Data]** | + | **Open Datasets** |
* [[https://data.europa.eu/data/datasets?locale=data&minScoring=0|data.europa.eu]] | * [[https://data.europa.eu/data/datasets?locale=data&minScoring=0|data.europa.eu]] | ||
* [[https://data.worldbank.org/|World Bank Open Data]] | * [[https://data.worldbank.org/|World Bank Open Data]] |