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3 | 3 | # Machine Learning
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4 | 4 | Practical Machine Learning topics for articles in my [Medium blog](https://bindichen.medium.com/)
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5 | 5 |
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6 |
| -### Content |
| 6 | +#### Content |
7 | 7 | 1. [General Setup](#general-setup)
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8 |
| -2. [Data Analysis](#data-analysis) |
| 8 | +1. [Data Analysis](#data-analysis) |
9 | 9 | * [Pandas](#pandas)
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10 | 10 | * [Applied Data Analysis and EDA](#applied-data-analysis-and-eda)
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11 |
| -3. [Web scraping](#web-scraping) |
12 |
| -3. [Data Visualization](#data-visualization) |
13 |
| -4. [TensorFlow](#tensorflow) |
14 |
| -5. [Scikit-Learn](#scikit-learn) |
15 |
| -6. [PyTorch](#pytorch) |
| 11 | +1. [Web scraping](#web-scraping) |
| 12 | +1. [Data Visualization](#data-visualization) |
| 13 | +1. [TensorFlow](#tensorflow) |
| 14 | +1. [PyTorch](#pytorch) |
| 15 | +1. [Scikit-Learn](#scikit-learn-and-general-machine-learning) |
16 | 16 |
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17 | 17 | ## General Setup
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18 | 18 | * [Create Virtual Environment using “virtualenv” and add it to Jupyter Notebook](https://towardsdatascience.com/create-virtual-environment-using-virtualenv-and-add-it-to-jupyter-notebook-6e1bf4e03415)
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@@ -112,12 +112,13 @@ Matplotlib
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112 | 112 | * [7 popular activation functions in Deep Learning](https://bindichen.medium.com/7-popular-activation-functions-you-should-know-in-deep-learning-and-how-to-use-them-with-keras-and-27b4d838dfe6) | [](tensorflow2/010-popular-activation-functions/popular-activation-functions.ipynb)
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113 | 113 | * [Why ReLU in Deep Learning and the best practice](https://towardsdatascience.com/why-rectified-linear-unit-relu-in-deep-learning-and-the-best-practice-to-use-it-with-tensorflow-e9880933b7ef) | [](tensorflow2/011-relu/relu-and-best-practice.ipynb)
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114 | 114 |
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115 |
| -## Scikit-Learn |
| 115 | +### PyTorch |
| 116 | + |
| 117 | +TBA |
| 118 | + |
| 119 | +## Scikit-Learn and General Machine Learning |
116 | 120 |
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117 | 121 | * [A Practical Introduction to Grid Search, Random Search, and Bayes Search](https://bindichen.medium.com/a-practical-introduction-to-grid-search-random-search-and-bayes-search-d5580b1d941d) | [](traditional-machine-learning/005-grid-search-vs-random-search-vs-bayes-search/gridsearch-vs-randomsearch-vs-bayessearch.ipynb)
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118 | 122 | * [A Practical Introduction to 9 Regression Algorithms](https://bindichen.medium.com/a-practical-introduction-to-9-regression-algorithms-389057f86eb9) | [](traditional-machine-learning/001-regression-algorithms/regression-algorithms.ipynb)
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119 | 123 | * Train-Test split and Cross-Validation you should know in Machine Learning (TBA) | [](traditional-machine-learning/006-train-test-split-and-cross-validation/train-test-and-cross-validation.ipynb)
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120 | 124 |
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121 |
| -### PyTorch |
122 |
| - |
123 |
| -TBA |
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