Course Schedule
Table of Contents
Weekday Regular Schedule
Group | Type | Hours | Location |
---|---|---|---|
All | Lecture | Sunday 13-15 | Holcblat 7 |
1 | Recitation | Sunday 15-16 | Orenstein 111 |
2 | Recitation | Sunday 16-17 | Dan David 203 |
*New* Proofreading for Bonus Program
The scribes of the course have been carefully proofread, still, there are always typos left. Please use the form
here
to report typos. Each student can claim up to 5 bonus points. Each NEWLY DISCOVERED math typo is worth 1pt, each NEW English typo is worth 0.5pt.
Points will be awarded after verification by one of the lecturers or the TA.
You can also point to typos in the slides. 0.5pt each (English or Math).
Detailed Schedule
Lecture | Date | Lecture topics | lecturer | Lecture slides | Scribes |
1 | Oct. 13, 2013 | Introduction to the course and to machine learning. K-Nearest Neighbor algorithms, and k-means algorithms | Lior Wolf | Lecture Recitation Recitation Figures |
|
2 | Oct. 20, 2013 | Bayesian Inference | Eran Halperin | BayesianInferenceLectures1-2.pdf. | Lecture Recitation |
3 | Oct. 27, 2013 | Gaussian Mixture Model (GMM) and Expectation Maximization (EM) | Eran Halprin | Lecture Recitation |
|
4 | Nov. 3, 2013 | Probably Approximately Correct (PAC) model. including generalization bounds and model selection. |
Yishay Mansour | Lecure 4 PAC | Lecture Recitation |
5 | Nov. 10, 2013 | Basic hyperplane algorithms: Perceptron and Winnow. | Yishay Mansour | Online Learning | Lecture Recitation |
6 | Nov. 17, 2013 | Support Vector Machines (SVM) | Lior Wolf | SVM | Lecture Recitation |
7 | Nov. 24, 2013 | Kernels | Lior Wolf | Kernels (we only got as far as Kernel SVD) | Lecture Recitation |
8 | Dec. 8, 2013 | Boosting weak learners to strong learners: AdaBoost | Yishay Mansour | Boosting | Lecture Recitation |
9 | Dec. 15, 2013 | Regression problems | Eran Halperin | Regression | Lecture Recitation |
10 | Dec. 22, 2013 | Principle Component Analysis (PCA) | Eran Halperin | PCA | Lecture Recitation |
11 | Dec. 29, 2013 | Finish PCA start Decision trees |
Yishay Mansour | Decision Trees | Lecture |
12 | Jan. 5, 2014 | Decision trees pruning and random forest | Yishay Mansour | Decision Trees - part 2 | Lecture Recitation |
13 | Jan. 12, 2014 | Applications | Lior Wolf | Applications |