| Mon | Wed | Fri | Readings/Assignments | |
|---|---|---|---|---|
| 1/30
Lec 01: Course Introduction slides |
2/1
Lec 02: DIC Overview slides |
2/3
Lec 03: Data Strategy slides |
Doing Data Science [Chapter 1] | |
| 2/6
Lec 04: Data Strategy (cont) + Project Overview slides |
2/8
Lec 05: Data Cleaning/EDA slides demo code |
2/10
Lec 06: Models and Algorithms - Linear Regression slides |
Doing Data Science [Chapter 2,3] Data Science from Scratch [Chapter 5,10] Project Overview |
|
| 2/13
Lec 07: Models and Algorithms - k-means slides demo code |
2/15
Lec 08: Classifiers - KNN slides |
2/17
Lec 09: Classifiers - Naive Bayes slides |
Doing Data Science [Chapter 2,3,4] Project Phase 1 assigned. Due 3/6 @ 11:59PM [description] |
|
| 2/20
Lec 10: Classifiers - Naive Bayes slides |
2/22
Lec 11: Classifiers - Logistic Regression slides |
2/24
Lec 12: Classifiers - Evaluating and Demo slides demo code |
Doing Data Science [Chapter 4,5] Data Science from Scratch [Chapter 11] Project Phase 2 released. Due 4/10 @ 11:59PM [description] |
|
| 2/27
Lec 13: Midterm Review slides practice midterm practice midterm key |
3/1
Midterm Exam #1 |
3/3
Workshop Day |
Midterm #1 [key/rubric] | |
| 3/6
Lec 14: Big Data/Hadoop slides |
3/8
Lec 15: Big Data/Hadoop slides |
3/10
Lec 16: Big Data/Hadoop slides |
Hadoop Architecture Hadoop Paper Project Phase 1 due 3/6 @ 11:59PM |
|
| 3/13
Lec 17: MapReduce Introduction slides |
3/15
Lec 18: MapReduce Analysis slides |
3/17
Lec 19: MapReduce Demo slides demo code |
Lin and Dyer [Chapter 1] | |
| 3/20-3/24
Spring Break No Class |
||||
| 3/27
Lec 20: Intermediate Data slides |
3/29
Lec 21: Word Co-Occurrence slides |
3/31
Lec 22: NGS Case Study slides |
HW 1 assigned. Due 4/3/23 @ 11:59PM [description,key] NGS Case Study [link] |
|
| 4/3
Lec 23: Midterm Review slides practice midterm practice midterm key |
4/5
Midterm Exam #2 |
4/7
Workshop Day |
Midterm #2 [key/rubric] | |
| 4/10
Lec 24: Graph Analysis and PageRank slides |
4/12
Lec 25: Graph Analysis and PageRank slides |
4/14
Lec 26: PageRank in MapReduce slides |
Project Phase 2 due 4/10 @ 11:59PM Project Phase 3 released. Due 5/8 @ 11:59PM [description] |
|
| 4/17
Lec 27: Intro to Spark slides |
4/19
Lec 28: Spark slides |
4/21
Lec 29: Spark Demo slides demo code |
HW 2 assigned. Due 5/1/23 @ 11:59PM [description,key] |
|
| 4/24
Lec 30: Spark Streaming slides |
4/26
Lec 31: Spark Streaming slides |
4/28
Lec 32: HBase/HIVE slides |
||
| 5/1
Lec 33: Cloud Overview slides |
5/3
Lec 34: Bias in Data slides |
5/5
Lec 35: Workshop Day |
||
| 5/8
Lec 36: Course Recap slides |
5/10
Lec 37: Final Review slides practice final practice final key |
5/12
Lec 38: Final Review slides practice pagerank problem practice pagerank key |
Project Phase 3 due 5/10 @ 11:59PM Final Exam [key/rubric] | |