| 2016-01-19 | lecture | - lecture notes
- introduction, background, and goals
- organization and workflow
- potential data sets and problems
|
| 2016-01-21 | lecture:
data and
transformations | - lecture notes
- formal definitions of data
- relational model
- MapReduce paradigm
- other algebraic considerations
- data provenance
|
| 2016-01-26 | lecture:
data and
transformations | - data transformations
- fine-grained data provenance
- data flows in the relational model
- k-means relational data flow
|
| 2016-01-27 | project | |
| 2016-01-28 | lecture:
data and
transformations | - algorithms in the relational model
- Floyd-Warshall shortest paths
- shortest routes
- k-means clustering
|
| 2016-02-02 | lecture:
data and
transformations | - algorithms using the MapReduce paradigm
- using MapReduce in MongoDB
- k-means clustering
- comparing data sets
|
| 2016-02-04 | lecture:
models &
algorithms | - Cartesian products using MapReduce
- spatial algorithms & data structures
- minimum/maximum spanning tree
- shortest/widest paths
- quadtrees
|
| 2016-02-09 | lecture:
models &
algorithms | - relational queries in MongoDB
- repository/platform architecture
- systems and models
- representations for modeling
- models used in algorithms
|
| 2016-02-11 | lecture:
models &
algorithms | - more on provenance
- PROV standard
|
2016-02-16
Monday sched.
| | |
| 2016-02-18 | lecture:
models &
algorithms | - JSON schemas
- more on systems and models
- tools for finding models
- matrix equations
- SMT solvers
- linear programming
|
| 2016-02-23 | lecture:
optimization | - optimization & decomposition
|
| 2016-02-25 | lecture:
optimization | - review of calculus
- basic gradient descent
|
| 2016-03-01 | lecture:
optimization | |
| 2016-03-03 | lecture:
optimization | |
| 2016-03-08 | recess | |
| 2016-03-10 | recess | |
| 2016-03-15 | lecture | |
2016-03-17
Tuesday
2:05-3:05 PM | midterm
exam | |
| 2016-03-22 | lecture:
statistics | - review of midterm solutions
- lecture notes
- Cauchy-Schwarz inequality
- means & standard deviations
- covariance & correlation
|
| 2016-03-24 | lecture:
statistics | - lecture notes
- more on covariance & correlation
- distributions
- p-values & significance
|
| 2016-03-29 | lecture:
statistics | |
| 2016-03-31 | lecture:
visualization | - SVG and D3.js
- networks and graphs with D3
|
| 2016-04-05 | lecture:
visualization | |
| 2016-04-07 | lecture:
visualization | - web-based map APIs
- visualization design topics
- visual perception
|
| 2016-04-12 | lecture:
other topics | - more on GeoJSON and mapping
- comments on ZIP archives
- crowdsourcing
- incentive compatibility
|
| 2016-04-13 | project | |
| 2016-04-14 | lecture:
other topics | - web services & web applications
- REST architectures
- implementing a web service
|
| 2016-04-19 | lecture:
other topics | |
2016-04-21
Thursday
2:05-3:05 PM | midterm
exam | |
2016-04-26
Tuesday
2:00-5:00 PM | poster
session | |
| 2016-04-28 | lecture | |