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Title: GitHub - mint-lab/dl_tutorial: Machine Learning and Deep Learning Tutorial

Open Graph Title: GitHub - mint-lab/dl_tutorial: Machine Learning and Deep Learning Tutorial

X Title: GitHub - mint-lab/dl_tutorial: Machine Learning and Deep Learning Tutorial

Description: Machine Learning and Deep Learning Tutorial. Contribute to mint-lab/dl_tutorial development by creating an account on GitHub.

Open Graph Description: Machine Learning and Deep Learning Tutorial. Contribute to mint-lab/dl_tutorial development by creating an account on GitHub.

X Description: Machine Learning and Deep Learning Tutorial. Contribute to mint-lab/dl_tutorial development by creating an account on GitHub.

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Machine Learning with scikit-learnhttps://github.com/mint-lab/dl_tutorial/blob/master/slides/ml_tutorial.pdf
Deep Learning with PyTorchhttps://github.com/mint-lab/dl_tutorial/blob/master/slides/dl_tutorial.pdf
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its lecture slideshttps://github.com/mint-lab/dl_tutorial/blob/master/slides/ml_tutorial.pdf
Three Steps of scikit-learn: Instantiation, fit and predicthttps://github.com/mint-lab/dl_tutorial/blob/master/examples/iris_classification.py
SVM Classifiershttps://github.com/mint-lab/dl_tutorial/blob/master/examples/iris_classification_svm.py
Decision Tree Classifiershttps://github.com/mint-lab/dl_tutorial/blob/master/examples/iris_classification_tree.py
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More Classifiershttps://github.com/mint-lab/dl_tutorial/blob/master/examples/iris_classification_more.py
[slides]https://github.com/mint-lab/dl_tutorial/blob/master/slides/ml01_lab.pdf
[skeleton code]https://github.com/mint-lab/dl_tutorial/blob/master/examples/wdbc_classification_skeleton.py
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https://patch-diff.githubusercontent.com/mint-lab/dl_tutorial#dl-example-codes
its lecture slideshttps://github.com/mint-lab/dl_tutorial/blob/master/slides/dl_tutorial.pdf
Creating a Tensorhttps://github.com/mint-lab/dl_tutorial/blob/master/examples/pytorch01_create_tensor.py
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Line Fitting from Two Pointshttps://github.com/mint-lab/dl_tutorial/blob/master/examples/pytorch03_line_fitting.py
CPU vs. GPU-accelerationhttps://github.com/mint-lab/dl_tutorial/blob/master/examples/pytorch04_cpu_vs_gpu.py
Automatic Differentiationhttps://github.com/mint-lab/dl_tutorial/blob/master/examples/pytorch05_autograd.py
Automatic Differentiation - More Analysishttps://github.com/mint-lab/dl_tutorial/blob/master/examples/pytorch05_autograd_analysis.py
Gradient Descent by Handshttps://github.com/mint-lab/dl_tutorial/blob/master/examples/pytorch06_grad_descent.py
Gradient Descent by torch.optimhttps://github.com/mint-lab/dl_tutorial/blob/master/examples/pytorch06_grad_descent_optimizer.py
[slides]https://github.com/mint-lab/dl_tutorial/blob/master/slides/dl01_lab.pdf
[skeleton code (py)]https://github.com/mint-lab/dl_tutorial/blob/master/examples/pytorch_yolo.py
[skeleton code (ipynb)]https://github.com/mint-lab/dl_tutorial/blob/master/examples/pytorch_yolo.ipynb
Visualizing Activation Functionshttps://github.com/mint-lab/dl_tutorial/blob/master/examples/dnn_basic_activation_func.py
Observing Vanishing Gradient - Sigmoidhttps://github.com/mint-lab/dl_tutorial/blob/master/examples/dnn_basic_vanishing_grad.py
Observing Vanishing Gradient - ReLUhttps://github.com/mint-lab/dl_tutorial/blob/master/examples/dnn_basic_vanishing_grad_relu.py
[UCI ML Repository]https://archive.ics.uci.edu/ml/datasets/iris
Iris Flower Classification - No Classhttps://github.com/mint-lab/dl_tutorial/blob/master/examples/dnn_iris2_no_class.py
Iris Flower Classification - My Stylehttps://github.com/mint-lab/dl_tutorial/blob/master/examples/dnn_iris2.py
[homepage]http://yann.lecun.com/exdb/mnist/
Loading the MNIST Datasethttps://github.com/mint-lab/dl_tutorial/blob/master/examples/cnn_mnist_dataset.py
Digit Classificaiton with the MNIST Datasethttps://github.com/mint-lab/dl_tutorial/blob/master/examples/cnn_mnist.py
Loading My Network and Testing Ithttps://github.com/mint-lab/dl_tutorial/blob/master/examples/cnn_mnist_load.py
Different Styles for NN Classeshttps://github.com/mint-lab/dl_tutorial/blob/master/examples/cnn_mnist_class_style.py
Visualizing Learning Rate Schedulershttps://github.com/mint-lab/dl_tutorial/blob/master/examples/cnn_basic_lr_scheduler.py
[homepage]https://pytorch.org/tutorials/intermediate/char_rnn_classification_tutorial
Name2Lang Classification with a Character-level RNNhttps://github.com/mint-lab/dl_tutorial/blob/master/examples/rnn_name2lang.py
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