Lab · Lecture 1
Python
6 Oct 2026
Workshop instructorSoheil Sayahvarg
Hands-on workshop paired with “Course Introduction”.
Builds on Course Introduction
Watch
Recording not published yetPractice
Workshops
TA-led studio labs with recordings and practice materials.
Studio labs, not lecture notes
Workshops are TA-led practice sessions. Jump by tool from the lab menu, then watch the recording and open notebooks or slides when they are published.
- 01Watch
Open the workshop recording when the TA posts it.
- 02Practice
Work through notebooks, slides, or starter files.
- 03Ask
Reach the listed TA on Staff when you get stuck.
Studio lab
Probability Review
14 Oct 2026
Workshop instructorMohammad Mahdi RoshaniTA-led review of probability concepts ahead of the probability and statistics lectures.
Watch
Recording not published yetPractice
Lab · Lecture 2
NumPy and Pandas
15 Oct 2026
Workshop instructorMohammad Ali NaderiHands-on workshop paired with “Course Introduction”.
Builds on Course Introduction
Watch
Recording not published yetPractice
Lab · Lecture 5
Scikit-learn
Time TBD
Workshop instructorMohammad Mahdi RoshaniHands-on workshop paired with “Regression”.
Builds on Regression
Watch
Recording not published yetPractice
Notebooks / slides TBDLab · Lecture 8
Matplotlib and Seaborn
Time TBD
Workshop instructorTA TBDHands-on workshop paired with “Data Models (Summary)”.
Builds on Data Models (Summary)
Watch
Recording not published yetPractice
Notebooks / slides TBDLab · Lecture 9
SQL
Time TBD
Workshop instructorShahab HosseiniHands-on workshop paired with “Databases (Lecture and Coordination)”.
Builds on Databases (Lecture and Coordination)
Watch
Recording not published yetPractice
Notebooks / slides TBDLab · Lecture 9
Docker
Time TBD
Workshop instructorShahab HosseiniHands-on workshop paired with “Databases (Lecture and Coordination)”.
Builds on Databases (Lecture and Coordination)
Watch
Recording not published yetPractice
Notebooks / slides TBDLab · Lecture 11
Web Scraping
Time TBD
Workshop instructorTA TBDHands-on workshop paired with “ML Dataflow – Part 1: Data Processing (Revised)”.
Builds on ML Dataflow – Part 1: Data Processing (Revised)
Watch
Recording not published yetPractice
Notebooks / slides TBDLab · Lecture 12
NetworkX and Plotly
Time TBD
Workshop instructorPooya GholamiHands-on workshop paired with “Causality”.
Builds on Causality
Watch
Recording not published yetPractice
Notebooks / slides TBDLab · Lecture 17
PyTorch and TensorFlow
Time TBD
Workshop instructorParham FaizolahiHands-on workshop paired with “Introduction to Deep Learning: Neural Networks”.
Builds on Introduction to Deep Learning: Neural Networks
Watch
Recording not published yetPractice
Notebooks / slides TBDLab · Lecture 20
Project Workshop
Time TBD
Workshop instructorKiarash RashidiHands-on workshop paired with “Building a Small Language Model”.
Builds on Building a Small Language Model
Watch
Recording not published yetPractice
Notebooks / slides TBD
Looking for theory instead?
Lecture topics and slides live on Lectures. Calendar placement is on Schedule. Tool documentation is under Resources.