Instructor: Alexander Dekhtyar, dekhtyar@calpoly.edu, 14212
Office Hours:

Who  Where  
Tuesday  8:10am  9:00am  Alex  14212 
Wednesday  8:10am  10:00am  Alex  14212 
Thursday  8:10am  9:00am  Alex  14210 
Additional appoinments: send email.
Syllabus  Postscript  
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Assignment 1: Course Topics Selection  Postscript  Due: January 6 (in class)  [January 4, 2022]  
Assignment 2: Independent Study  Postscript  Due: March 1 (multiple due dates)  [January 19, 2022]  
Assignment 3: Linear Classifiers  Postscript  Dataset (Kaggle)  Due: February 1  [January 25, 2022]  
Assignment 4: SVMs  Postscript  Due: February 17  [February 3, 2022] 
Lecture 1  Introduction to Machine Learning  Postscript  [January 11, 2022]  
Lecture 2  Linear Regression  Postscript  [January 11, 2022]  
Lecture 3  Gradient Descent  Postscript  [January 11, 2022]  
Lecture 4  Linear Discriminant Analysis  Postscript  [January 11, 2022]  
Lecture 5  Logistic Regression  Postscript  [January 11, 2022]  
Lecture 6  Dimensionality Reduction: Principal Component Analysis  Postscript  [January 19, 2022]  
Lecture 7  Dimensionality Reduction: Singlular Valued Decomposition and Latent Semantic Indexing  Postscript  [January 19, 2022]  
Lecture 8  Classification: Perceptron  Postscript  [January 27, 2017]  
Lecture 9  Classification: Support Vector Machines (Part 1)  Postscript  [January 27, 2017]  
Lecture 10  Classification: Support Vector Machines: Dual Problem  Postscript  [February 3, 2022]  
Lecture 11  Classification: Neural Nets  Postscript  [February 3, 2022]  
Lecture 12  Clustering: Affinity Propagation  Postscript  [February 24, 2022]  
Lecture 13  Graph Mining: Community Discovery  Postscript  [February 24, 2022] 