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- ## Notebooks:
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- machineLearning/10_digits_classification.ipynb
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- MachineLearningNotebooks/05.%20Logistic%20Regression.ipynb
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- MachineLearningNotebooks/08.%20Practical_NeuralNets.ipynb
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- ## Exercise
- http://sofasofa.io/competitions.php?type=practice
- https://www.kaggle.com/competitions
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- Titanic
- notebooks/data-science-ipython-notebooks/kaggle/titanic.ipynb
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- ## Method
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- Programming Multiclass Logistic Regression
- http://localhost:8889/notebooks/MachineLearningNotebooks/05.%20Logistic%20Regression.ipynb
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- Equation for MLP
- http://localhost:8889/notebooks/MachineLearningNotebooks/07.%20MLP%20Neural%20Networks.ipynb
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- Optimization methods
- http://localhost:8889/notebooks/MachineLearningNotebooks/06.%20Optimization.ipynb
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- https://github.com/wmpscc/DataMiningNotesAndPractice/blob/master/2.KMeans%E7%AE%97%E6%B3%95%E4%B8%8E%E4%BA%A4%E9%80%9A%E4%BA%8B%E6%95%85%E7%90%86%E8%B5%94%E5%AE%A1%E6%A0%B8%E9%A2%84%E6%B5%8B.md
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- evaluation metrics
- http://localhost:8889/notebooks/machineLearning/10_digits_classification.ipynb
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- model selection and assessment
- http://localhost:8889/notebooks/machineLearning/notebooks/01%20-%20Model%20Selection%20and%20Assessment.ipynb
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- NN
- 神经网络——梯度下降&反向传播 https://blog.csdn.net/skullfang/article/details/78634317
- 零基础入门深度学习(3) - 神经网络和反向传播算法 https://www.zybuluo.com/hanbingtao/note/476663
- 如何直观地解释 backpropagation 算法? https://www.zhihu.com/question/27239198
- 一文弄懂神经网络中的反向传播法——BackPropagation https://www.cnblogs.com/charlotte77/p/5629865.html
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- https://medium.com/@UdacityINDIA/how-to-build-your-first-neural-network-with-python-6819c7f65dbf
- https://enlight.nyc/projects/neural-network/
- https://www.python-course.eu/neural_networks_with_python_numpy.php
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