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Author: snrazavi

README.md

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