| Lec # |
Date |
Topic |
Notes/additional material |
Papers to review |
Checkpoints/Other refs |
| 1 |
9/2 |
Course Introduction |
|
How to
read 1; 2 |
Did you get the Piazza welcome email? (check your wisc ID) |
| 2 |
9/4 |
Data Center Architecture |
|
B+09; A+09 (skim) |
Find a project team! |
| 3 |
9/9 |
Data Center Networks |
|
S+15 |
|
| 4 |
9/14 |
Storage |
|
S+10 |
|
| 5 |
9/16 |
MapReduce |
|
G+04; G+10 (optional) |
|
| 6 |
9/18 |
YARN |
|
V+13; G+14 (skim) |
|
| 7 |
9/21 |
Spark |
|
ZC+10 |
|
| 8 |
9/28 |
DAGs: Tez |
|
SS+15; C+15 (skim) |
|
| 9 |
10/02 |
Scheduling without
coordination |
|
O+13; S+13 (skim) |
|
| 10 |
10/07 |
SQL: Hive |
|
H+14 |
|
| 11 |
10/09 |
SparkSQL |
|
A+15 |
|
| 12 |
10/14 |
Impala, Presto |
|
K+15; Cb+13 (skim) |
|
| 13 |
10/16 |
SQL Systems comparison |
|
F+14 |
|
| 14 |
10/21 |
Resource management,
storage (again) |
|
L+15; Z+11 (skim) |
|
| 15 |
10/23 |
GDA and CISL Talks |
|
Go to CS 1240 |
|
| 16 |
10/28 |
Streaming from batch computation: Spark streaming |
|
ZD+13; C+10 |
|
| 17 |
10/30 |
Native streaming systems: Storm/Heron |
|
T+14; KB+15 |
|
| 18 |
11/2 |
Graph Processing: GraphX |
|
G+14; GL+12 (skim) |
|
| 19 |
11/4 |
Machine Learning: MLBase/MLI |
|
KT+13; ST+13 |
|
| 20 |
11/9 |
GraphProc Comparison |
|
HD+14 |
|
| 21 |
11/11 |
Geo-distributed: Geode; GDA |
|
VCB+15; VC+15 (skim) |
|
| 22 |
11/16 |
Exam 1 |
|
|
|
| 23 |
11/18 |
Parameter Server |
|
LA+14 |
|
| 24 |
11/20 |
Deep Learning |
|
C+14; N+15 (skim) |
|
| 25 |
11/23 |
Approximation |
|
AM+13 |
|
| 26 |
|
Diagnosis |
|
M+15 |
|
| 27 |
12/4 |
Exam 2 |
|
|
|