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‎README.md

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# Practical-Machine-Learning-with-Python
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Machine Learning tutorials in Python
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1. Part - 1 [[ Theory ](https://savan77.github.io/blog/machine-learning-part1.html)][[ Code ](https://github.com/savan77/Practical-Machine-Learning-With-Python/blob/master/Part%20-%201/Practical%20Machine%20Learning%20With%20Python%20%5BPart%20-%201%5D.ipynb)]
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1. **Part - 1** [[ Theory ](https://savan77.github.io/blog/machine-learning-part1.html)][[ Code ](https://github.com/savan77/Practical-Machine-Learning-With-Python/blob/master/Part%20-%201/Practical%20Machine%20Learning%20With%20Python%20%5BPart%20-%201%5D.ipynb)]
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- What is Machine Learning and Types of Machine Learning?
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- Linear Regression
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- Gradient Descent
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- Regularization
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- Cross Validation
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2. Part - 2 [[ Theory and Code ](https://github.com/savan77/Practical-Machine-Learning-With-Python/blob/master/Part%20-%202/Practical%20Machine%20Learning%20With%20Python%20-%20Part%202.ipynb)]
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2. **Part - 2** [[ Theory and Code ](https://github.com/savan77/Practical-Machine-Learning-With-Python/blob/master/Part%20-%202/Practical%20Machine%20Learning%20With%20Python%20-%20Part%202.ipynb)]
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- Naive Bayes
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- Support Vector Machines
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- Decision Tree
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- Random Forest and Boosting algorithms
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- Preprocessing and Feature Extraction techniques
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3. Part - 3 [[ Theory and Code ](https://github.com/savan77/Practical-Machine-Learning-With-Python/blob/master/Part%20-%203/Practical%20Machine%20Learning%20With%20Python%20-%20Part%203.ipynb)]
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3. **Part - 3** [[ Theory and Code ](https://github.com/savan77/Practical-Machine-Learning-With-Python/blob/master/Part%20-%203/Practical%20Machine%20Learning%20With%20Python%20-%20Part%203.ipynb)]
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- K-nearest Neighbors Algorithm
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- K-means Clustering
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- Principal Component Analysis
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- Neural Networks
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4. Part - 4
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4. **Part - 4**
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- Project - 1
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5. Part - 5
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5. **Part - 5**
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- Convolutional Neural Networks
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- Recurrent Neural Networks
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6. Part - 7
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6. **Part - 7**
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- Autoencoder
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- Denoising Autoencoder
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- Restricted Boltzmann Machine
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- Deep Belief Network
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7. Part - 8
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7. **Part - 8**
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- Generative Adversarial Networks
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- Variational Autoencoder
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8. Part - 9
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8. **Part - 9**
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- Project - 2

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