Systems for Scalable Analytics
DSC 102, Spring 2023 at UC San Diego
Rod Albuyeh
Instructor
ralbuyeh@ucsd.edu
Lecture: Tu/Thu 8:00am-9:20am; MANDE B-210
Office Hours: Thu 9:30am-10:30am; SDSC 2nd Floor @ HDSI Lounge
One more extra credit opportunity: 90%+ CAPE response rate for class yields 0.5% collective boost to final score.
Click the 📺 icons below to view lecture recording.
Week 1
- Tue Apr 4
LEC 0 Introduction
- Thu Apr 6
LEC 1 Computer Organization Part 1-a
READ Ch. 1, 2.1-2.3, 2.12, 4.1, and 5.1-5.5 of CompOrg Book
Week 2
- Tue Apr 11
LEC 2 Computer Organization Part 1-b
- Thu Apr 13
Week 3
- Tue Apr 18
LEC 4 Computer Organization Part 2-a
READ Ch. 2, 4.1-4.2, 6, 7, 13, 14.1 of Comet Book
READ AWS Blog Post on EC2 Inf2 instances
- Thu Apr 20
LEC 5 Computer Organization Part 2-b
READ Ch. 18.1, 21, 22, 26, 36, 37, 39, 40.1-40.2 of Comet Book
WATCH Sai’s Full Demo on Setting up AWS and Dask
Week 4
- Tue Apr 25
- Thu Apr 27
LEC 7 Parallel and Scalable Data Processing: Basics
READ Ch. 12.2, 14.1.1.1, 14.6, 22.1-22.3, 22.4.1, 22.8 of Cow Book
READ Ch. 5, 6.1, 6.3, 6.4 of MLSys Book
Week 5
- Tue May 2
LEC 8 Parallel and Scalable Data Processing: Basics (continued)
READ Golokesh’s PA1 System Setup Tutorial
PREP Sample Midterm 1 - Solution
PREP Sample Midterm 2 - Partial Solution
- Thu May 4
LEC 8 Scalable Data Access
Week 6
- Tue May 9
LEC 10 Midterm Review
- Thu May 11
EXAM No Content Posted - In-Class Exam
Week 7
- Tue May 16
LEC 11 Scalable Data Access (continued)
READ Ch. 9.4, 12.2, 14.1.1, 14.6, 22.1-22.3, 22.4.1, 22.8 of Cow Book
READ Ch. 5, 6.1, 6.3, 6.4 of MLSys Book
- Thu May 18
Week 8
- Tue May 23
LEC 13 Data Parallelism
- Thu May 25
Week 9
- Tue May 30
LEC 15 Dataflow Systems
READ Ch. 2.2 of MLSys Book
WATCH Task Graph Review
- Thu Jun 1
LEC 16 Dataflow Systems (continued)
Week 10
- Tue Jun 6
LEC 17 Model Building
READ Ch. 8.1 and 8.3 of MLSys Book