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Update notebooks.
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trekhleb committed Dec 24, 2018
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"source": [
"# Anomaly Detection Using Gaussian Distribution\n",
"\n",
"_Source: 🤖[Homemade Machine Learning](https://github.com/trekhleb/homemade-machine-learning) repository_\n",
"\n",
"> ☝Before moving on with this demo you might want to take a look at:\n",
"> - 📗[Math behind the Anomaly Detection](https://github.com/trekhleb/homemade-machine-learning/tree/master/homemade/anomaly_detection)\n",
"> - ⚙️[Gaussian Anomaly Detection Source Code](https://github.com/trekhleb/homemade-machine-learning/blob/master/homemade/anomaly_detection/gaussian_anomaly_detection.py)\n",
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2 changes: 2 additions & 0 deletions notebooks/k_means/k_means_demo.ipynb
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"source": [
"# K-Means Algorithm Demo\n",
"\n",
"_Source: 🤖[Homemade Machine Learning](https://github.com/trekhleb/homemade-machine-learning) repository_\n",
"\n",
"> ☝Before moving on with this demo you might want to take a look at:\n",
"> - 📗[Math behind the K-Means Algorithm](https://github.com/trekhleb/homemade-machine-learning/tree/master/homemade/k_means)\n",
"> - ⚙️[K-Means Algorithm Source Code](https://github.com/trekhleb/homemade-machine-learning/blob/master/homemade/k_means/k_means.py)\n",
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"source": [
"# Multivariate Linear Regression Demo\n",
"\n",
"_Source: 🤖[Homemade Machine Learning](https://github.com/trekhleb/homemade-machine-learning) repository_\n",
"\n",
"> ☝Before moving on with this demo you might want to take a look at:\n",
"> - 📗[Math behind the Linear Regression](https://github.com/trekhleb/homemade-machine-learning/tree/master/homemade/linear_regression)\n",
"> - ⚙️[Linear Regression Source Code](https://github.com/trekhleb/homemade-machine-learning/blob/master/homemade/linear_regression/linear_regression.py)\n",
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2 changes: 2 additions & 0 deletions notebooks/linear_regression/non_linear_regression_demo.ipynb
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"source": [
"# Non-linear Regression Demo\n",
"\n",
"_Source: 🤖[Homemade Machine Learning](https://github.com/trekhleb/homemade-machine-learning) repository_\n",
"\n",
"> ☝Before moving on with this demo you might want to take a look at:\n",
"> - 📗[Math behind the Linear Regression](https://github.com/trekhleb/homemade-machine-learning/tree/master/homemade/linear_regression)\n",
"> - ⚙️[Linear Regression Source Code](https://github.com/trekhleb/homemade-machine-learning/blob/master/homemade/linear_regression/linear_regression.py)\n",
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"source": [
"# Univariate Linear Regression Demo\n",
"\n",
"_Source: 🤖[Homemade Machine Learning](https://github.com/trekhleb/homemade-machine-learning) repository_\n",
"\n",
"> ☝Before moving on with this demo you might want to take a look at:\n",
"> - 📗[Math behind the Linear Regression](https://github.com/trekhleb/homemade-machine-learning/tree/master/homemade/linear_regression)\n",
"> - ⚙️[Linear Regression Source Code](https://github.com/trekhleb/homemade-machine-learning/blob/master/homemade/linear_regression/linear_regression.py)\n",
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"source": [
"# Logistic Regression With Linear Boundary Demo\n",
"\n",
"_Source: 🤖[Homemade Machine Learning](https://github.com/trekhleb/homemade-machine-learning) repository_\n",
"\n",
"> ☝Before moving on with this demo you might want to take a look at:\n",
"> - 📗[Math behind the Logistic Regression](https://github.com/trekhleb/homemade-machine-learning/tree/master/homemade/logistic_regression)\n",
"> - ⚙️[Logistic Regression Source Code](https://github.com/trekhleb/homemade-machine-learning/blob/master/homemade/logistic_regression/logistic_regression.py)\n",
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"source": [
"# Logistic Regression With Non-Linear Boundary Demo\n",
"\n",
"_Source: 🤖[Homemade Machine Learning](https://github.com/trekhleb/homemade-machine-learning) repository_\n",
"\n",
"> ☝Before moving on with this demo you might want to take a look at:\n",
"> - 📗[Math behind the Logistic Regression](https://github.com/trekhleb/homemade-machine-learning/tree/master/homemade/logistic_regression)\n",
"> - ⚙️[Logistic Regression Source Code](https://github.com/trekhleb/homemade-machine-learning/blob/master/homemade/logistic_regression/logistic_regression.py)\n",
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"source": [
"# Multivariate Logistic Regression Demo\n",
"\n",
"_Source: 🤖[Homemade Machine Learning](https://github.com/trekhleb/homemade-machine-learning) repository_\n",
"\n",
"> ☝Before moving on with this demo you might want to take a look at:\n",
"> - 📗[Math behind the Logistic Regression](https://github.com/trekhleb/homemade-machine-learning/tree/master/homemade/logistic_regression)\n",
"> - ⚙️[Logistic Regression Source Code](https://github.com/trekhleb/homemade-machine-learning/blob/master/homemade/logistic_regression/logistic_regression.py)\n",
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2 changes: 2 additions & 0 deletions notebooks/neural_network/multilayer_perceptron_demo.ipynb
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"source": [
"# Neural Network (Multilayer Perceptron) Demo\n",
"\n",
"_Source: 🤖[Homemade Machine Learning](https://github.com/trekhleb/homemade-machine-learning) repository_\n",
"\n",
"> ☝Before moving on with this demo you might want to take a look at:\n",
"> - 📗[Math behind the Neural Networks](https://github.com/trekhleb/homemade-machine-learning/tree/master/homemade/neural_network)\n",
"> - ⚙️[Neural Network Source Code](https://github.com/trekhleb/homemade-machine-learning/blob/master/homemade/neural_network/multilayer_perceptron.py)\n",
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