Project
Project reports
Project info page
Project info slides
Lectures
Lecture 01 - Intro to ADA
Lecture 02 - Handling Data
Lecture 03 - V for Variety
Lecture 04 - Data Visualization
Lecture 05 - Read the Stats Carefully
Lecture 06 - Scaling up
Lecture 07 - Observational Studies
Lecture 08 - Supervised Learning
Lecture 09 - Applied Machine Learning
Lecture 10 - Unsupervised Learning
Lecture 11 - Handling Text
Lecture 12 - Handling Networks
Tutorials and Homeworks
Tutorials on Github
Tutorial 0
Tutorial: Data From The Web
Tutorial: Data Stories
Tentative lecture schedule
| Week | Date of Monday | Lecture | Lab Session |
|---|---|---|---|
| 1 | 2018-09-17 | Intro | Intro to tools |
| 2 | 2018-09-24 | Handling data | Pandas |
| 3 | 2018-10-01 | V for variety | Talk: Claudiu Musat (Swisscom) |
| 4 | 2018-10-08 | Visualization | Visualization, Data cluedo |
| 5 | 2018-10-15 | Read the stats carefully | Cluster, Projects |
| 6 | 2018-10-22 | Scaling up | Spark, Good code practices |
| 7 | 2018-10-29 | Observational studies | Web scraping, Data stories |
| 8 | 2018-11-05 | Supervised learning | Applied machine learning |
| 9 | 2018-11-12 | Applied ML | Talk: Teo Stocco (Smood.ch) |
| 10 | 2018-11-19 | Unsupervised learning | Talk: Ryan Faulkner (Deepmind) |
| 11 | 2018-11-26 | Handling text | Primer on Networks |
| 12 | 2018-12-03 | Handling text | Primer on Text |
| 13 | 2018-12-10 | Handling networks | Talk: Christian Sinobas (KiWi) |
| 14 | 2018-12-17 | ADA in action | TBD |
Contact
The main channel for class-related communication is Mattermost.
Mattermost server: https://icmattermost.epfl.ch/cs-401/
Instructor
Robert West @west
TAs
Tiziano Piccardi @tiziano
Jérémie Rappaz @jay
Panayiotis Smeros @psmeros
Kristina Gligorić @kristina
Ramtin Yazdanian @ramtin
Periklis Chrysogelos @periklis
Panagiotis Sioulas @psiou
Tugrulcan Elmas @teajay
AEs
Nuno Gonçalves @nunomota
Léonore Guillain @leonore_guillain
Armand Boschin @armand
Ali Ben Lalah @aliben
Samuel Beuret @beuret
Quentin Bacuet @quentin_bacuet
Quentin Rebjock @sappy
Pierre-Alexandre Lee @palex
Isabela Constantin @isabelaconstantin