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 or Canvas to access to the sources.
| Week # | Dates | Video lessons | Lab | Deliverable Due |
|---|---|---|---|---|
| 1 | Jan 10-14 | [1. Intro to Big Data Analytics], [2. Course Overview] | ||
| 2 | Jan 17-21 | [3. Predictive Modeling] | [Hadoop & HDFS Basics] | HW1 Due (Jan 23) |
| 3 | Jan 24-28 | [4.MapReduce]& [HBase] | [Hadoop Pig & Hive] | |
| 4 | Jan 31-Feb 4 | [5.Classification evaluation metrics], [6.Classification ensemble methods] | HW2 Due (Feb 6) | |
| 5 | Feb 7-11 | [7. Phenotyping], [8. Clustering] | [Scala Basic], [Spark Basic], [Spark SQL] | |
| 6 | Feb 14-18 | [9. Spark] | [Spark Application] & [Spark MLlib] | HW3 Due & Project Group Formation (Feb 20) |
| 7 | Feb 21-25 | [10. Medical ontology] | [NLP Lab] | |
| 8 | Feb 28-Mar 4 | [11. Graph analysis] | [Spark GraphX] | Project Proposal Due (Mar 6) |
| 9 | Mar 7-11 | [12. Dimensionality Reduction], [13. Patient similairty], [14. CNN] | [Deep Learning Lab] | HW4 Due (Mar 13) |
| 10 | Mar 14-18 | [15. DNN], [16. RNN] | ||
| 11 | Mar 21-25 | Project Discussion | HW5 Due (Mar 27) | |
| 12 | Mar 28- Apr 1 | Project Discussion | ||
| 13 | Apr 4-8 | Project Discussion | Project Draft Due (Apr 10) | |
| 14 | Apr 11-15 | Project Discussion | Final Exam (Apr 17) | |
| 15 | Apr 18-22 | Project Discussion | Final Project Due (code + presentation + final paper) (Apr 24) | |
| 16 | Apr 25-29 | Project Submission |
See RESOURCE section.