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 18-22 | [1. Intro to Big Data Analytics], [2. Course Overview] | ||
| 2 | Jan 25-29 | [3. Predictive Modeling] | [Hadoop & HDFS Basics] | HW1 Due (Jan 31) |
| 3 | Feb 1-5 | [4.MapReduce]& [HBase] | [Hadoop Pig & Hive] | |
| 4 | Feb 8-12 | [5.Classification evaluation metrics], [6.Classification ensemble methods] | HW2 Due (Feb 14) | |
| 5 | Feb 15-19 | [7. Phenotyping], [8. Clustering] | [Scala Basic], [Spark Basic], [Spark SQL] | |
| 6 | Feb 22-26 | [9. Spark] | [Spark Application] & [Spark MLlib] | HW3 Due & Project Group Formation & Project Requirements Release (proposal/draft/final) (Feb 28) |
| 7 | Mar 1-5 | [10. Medical ontology] | [NLP Lab] | |
| 8 | Mar 8-12 | [11. Graph analysis] | [Spark GraphX] | Project Proposal Due (Mar 14) |
| 9 | Mar 15-19 | [12. Dimensionality Reduction], [13. Patient similairty], [14. CNN] | [Deep Learning Lab] | HW4 Due (Mar 21) |
| 10 | Mar 22-26 | [15. DNN], [16. RNN] | ||
| 11 | Mar 29-Apr 2 | Project Discussion | HW5 Due (Apr 4) | |
| 12 | Apr 5-9 | Project Discussion | ||
| 13 | Apr 12-16 | Project Discussion | Project Draft Due (Apr 18) | |
| 14 | Apr 19-23 | Project Discussion | Final Exam (Apr 25) | |
| 15 | Apr 26-30 | Project Discussion | Final Project Due (code + presentation + final paper) (May 2) | |
| 16 | May 3-6 | Project Submission |
See RESOURCE section.