Hadoop Ecosystem
Spark Ecosystem
NLP
Deep Learning for Healthcare Applications
Students should watch Udacity course videos according to the following schedule. It is recommended for students to do lab sessions on the schedule by yourself as early as possible since some of homework may cover the lab materials scheduled later than the homework. For the online video lectures, CS/CSE students should go to Udacity while Analytics students should navigate to Edx instead, please check details on Canvas.
| Week # | Dates | In-class lesson | Video lessons | Lab | Deliverable Due |
|---|---|---|---|---|---|
| 1 | 1/8/2019 | Intro to the BDH class | 1. Intro to Big Data Analytics | ||
| 1 | 1/10/2019 | Sunlab's research by Jimeng Sun | 2. Course Overview | Scala Basic | |
| 2 | 1/15/2019 | Predictive modeling | 3. Predictive Modeling | ||
| 2 | 1/17/2019 | Classification | Hadoop & HDFS Basic | HW1 Due (1/20/2019) | |
| 3 | 1/22/2019 | MapReduce | 4.MapReduce& HBase | ||
| 3 | 1/24/2019 | Guest lecture by Danica Xiao (IBM Research) | Hadoop Pig & Hive | ||
| 4 | 1/29/2019 | Tensor factorization | 5.Classification evaluation metrics | ||
| 4 | 1/31/2019 | Tensor factorization (phenotyping) | 6.Classification ensemble methods | HW2 Due (2/3/2019) | |
| 5 | 2/5/2019 | 7. Phenotyping | |||
| 5 | 2/7/2019 | Clustering | 8. Clustering | Spark Basic, Spark SQL | |
| 6 | 2/12/2019 | Spark | 9. Spark | ||
| 6 | 2/14/2019 | Project overview | Spark Application & Spark MLlib | HW3 Due & Project Group Formation & Project Requirements Release (2/17/2019) | |
| 7 | 2/19/2019 | Medical ontology | 10. Medical ontology | ||
| 7 | 2/21/2019 | NLP Lab by Charity Hilton | |||
| 8 | 2/26/2019 | Graph analysis | 11. Graph analysis | ||
| 8 | 2/28/2019 | Sunlab research work | Spark GraphX | Project Proposal Due (3/3/2019) | |
| 9 | 3/5/2019 | Project proposal presentation | 12. Dimensionality Reduction 13. Patient similarity | ||
| 9 | 3/7/2019 | Project proposal presentation | 14. DNN | Deep Learning Lab by Sungtae An | HW4 Due (3/10/2019) |
| 10 | 3/12/2019 | Guest lecture by Jon Duke | 15. CNN | Deep Learning Lab by Sungtae An - Cont | |
| 10 | 3/14/2019 | Guest lecture by Joyce Ho | 16. RNN | ||
| 11 | 3/19/2019 | Spring break | |||
| 11 | 3/21/2019 | Spring break | HW5 Due (3/24/2019) | ||
| 12 | 3/26/2019 | Deep learning 1 | |||
| 12 | 3/28/2019 | Deep learning 2 | |||
| 13 | 4/2/2019 | Deep learning 3 | |||
| 13 | 4/4/2019 | Guest lecture by Dr. Omer | Project Draft Due (4/7/2019) | ||
| 14 | 4/9/2019 | Guest lecture | |||
| 14 | 4/11/2019 | Guest lecture | |||
| 15 | 4/16/2019 | Guest lecture by Dr. Green | |||
| 15 | 4/18/2019 | Guest lecture by Dr. Patzer | |||
| 16 | 4/23/2019 | Student project presentation | |||
| 16 | 4/25/2019 | Student project presentation | Final Project with code, presentation, and the final paper (4/28/2019) |
See RESOURCE section.