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1 | 1 | # Machine-Learning-in-Python-Workshop |
2 | | -My workshop on machine learning using python language to implement different algorithms |
| 2 | +My workshop on machine learning using python language to implement different algorithms (University of Tabriz, Iran, 2017). |
| 3 | + |
| 4 | +## Contents |
| 5 | +### Part 1: Using existing packages for machine learning (Week 1 to 5) |
| 6 | +- **Week 01 and 02:** Introduction to Numpy and Matplotlib packages |
| 7 | +- **Week 03 and 04**: Using Scikit Learn for Supervised Learning |
| 8 | +- **Week 05**: Using Scikit Learn for Unsupervised Learning |
| 9 | +### Part 2: Implementing our machine Learning algorithms and models (Week 5 to 10) |
| 10 | +- **Week 06**: Linear classification |
| 11 | +- **Week 07**: Implementing Loss functions (Softmax loss and SVM loss) |
| 12 | +- **Week 08**: Implementing gradient descent, Backpropagation and Artifitial Neural Networks (MLP) |
| 13 | +- **Week 09:** Advanced topics including dropout, batch normalization, weight initialization and other optimization methods(Adam, RMSProp) |
| 14 | +- **Week 10:** Inroduction to Deep Learning and implementing a *Convolutional Neural Network (CNN)* for image classification. |
| 15 | + |
| 16 | +## Video in YouTube (in Persian): |
| 17 | +- http://www.youtube.com/c/SeyedNaserRazavi |
| 18 | + |
| 19 | +## My website Address: |
| 20 | +- containing anything you need to learn and of course to use machine learning in real world applications: |
| 21 | +- http://wwww.snrazavi.ir/ |
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