Assignments
Homework 1 (Due Tuesday September 20 at 11am in class): Read the handout and do exercises 2.1 to 2.7. To build the small search engine, you will need the following pages.zip
Homework 2 (Due Tuesday September 27 at 11am in class): Read the handout for Chapter 3 (handed out in class) and do exercises 3.1 to 3.4. To build the semantic search engine, you will need the following data. To extract PCA features from images, you you will need the following data.
Homework 3 (Due Tuesday October 11 at 11am in class): This is the homework and this is the prostate data.
Homework 4 (Due Tuesday October 25 at 11am in class): This is the homework and this is the spam data.
Homework 5 (Due Tuesday November 8 at 11am in class): This is the homework and this is the sat data. You can get the MNIST data here.
Useful Links :
- Deep Learning Website.
- Geoff Hinton's Website.
- Yehuda Koren's Website.
- Yann Lecun's Website.
- Andrew Ng's Website.
- Jason Weston's Website.
- Russ Salakhutdinov's Website.
- The book of Kevin Murphy.
- Hastie, Tibshirani and Friedman: The elements of statistical learning.
- Machine learning video lectures
- Why stats: NYTimes article
- The following handout should help you with linear algebra revision: PDF