| Lec # |
Date |
Topic |
Notes/additional material |
Papers to review |
Checkpoints/Other refs |
| 1 |
9/7 |
Course Introduction |
Course Logistics |
How to
read 1; 2 |
Assignment 1 is released! Did you get the Piazza welcome email? (check your wisc ID) And group signup. |
| 2 |
9/12 |
Data Center Architecture |
|
B+09; G+09 (skim) |
|
| 3 |
9/14 |
Storage |
|
S+10; GG+10 (optional) |
Submit a summary. |
| 4 |
9/19 |
MapReduce |
|
G+04 |
|
| 5 |
9/21 |
Stragglers |
|
A+10 |
|
| 6 |
9/28 |
YARN |
|
V+13 |
|
| 7 |
10/03 |
DRF |
|
G+11 |
|
| 8 |
10/05 |
Spark |
|
ZC+10 |
|
| 9 |
10/10 |
Spark SQL |
|
A+15, H+14(Hive, optional) |
|
| 10 |
10/12 |
Spark SQL and GDA |
|
VA+16, VCB+15 |
|
| 11 |
10/17 |
Streaming Analytics |
|
T+14, KB+15 |
|
| 12 |
10/19 |
Streaming: Spark Streaming |
|
ZD+13 |
|
| 13 |
10/26 |
Serverless |
|
PrWren(J+17); OpenLambda(H+16) |
|
| 14 |
10/31 |
StreamScope: rStreams |
|
L+16 |
|
| 15 |
11/02 |
GraphProc |
|
M+10; GL+12 (optional) |
|
| 16 |
11/07 |
GraphProc: GraphX |
|
G+14 |
|
| 17 |
11/09 |
Approx: BlinkDB |
|
AM+13 |
|
| 18 |
11/14 |
ML: ParamServ |
|
LA+14; K+16(optional) |
|
| 19 |
11/16 |
ML: Tensorflow |
|
AB+16, C+14 (Optional) |
Here is a "white paper" version of the OSDI 2016 Tensorflow paper |
| 20 |
11/21 |
ML: KeystoneML |
|
S+17 |
|
| 21 |
11/28 |
ML: Clipper |
|
C+17 |
|
| 22 |
11/30 |
ML: SLAQ |
|
Z+17 |
|
| 23 |
12/05 |
Course Review |
|
|
Check Piazza post @457 for slides. |
| 24 |
12/07 |
State of Big Data Systems |
|
|
Piazza post @457 |