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 | Video lessons | Lab | Deliverable Due |
|---|---|---|---|---|
| 1 | Aug 17-21 | [1. Intro to Big Data Analytics], [2. Course Overview] | ||
| 2 | Aug 24-28 | [3. Predictive Modeling] | [Hadoop & HDFS Basics] | HW1 Due (Aug 30) |
| 3 | Aug 31- Sep 4 | [4.MapReduce]& [HBase] | [Hadoop Pig & Hive] | |
| 4 | Sep 7-11 | [5.Classification evaluation metrics], [6.Classification ensemble methods] | HW2 Due (Sep 13) | |
| 5 | Sep 14-18 | [7. Phenotyping], [8. Clustering] | [Scala Basic], [Spark Basic], [Spark SQL] | |
| 6 | Sep 21-25 | [9. Spark] | [Spark Application] & [Spark MLlib] | HW3 Due & Project Group Formation & Project Requirements Release (proposal/draft/final) (Sep 27) |
| 7 | Sep 28- Oct 2 | [10. Medical ontology] | [NLP Lab] | |
| 8 | Oct 5-9 | [11. Graph analysis] | [Spark GraphX] | Project Proposal Due (Oct 11) |
| 9 | Oct 12-16 | [12. Dimensionality Reduction], [13. Patient similairty], [14. CNN] | [Deep Learning Lab] | HW4 Due (Oct 18) |
| 10 | Oct 19-23 | [15. DNN], [16. RNN] | ||
| 11 | Oct 26-30 | Project Discussion | HW5 Due (Nov 1) | |
| 12 | Nov 2-6 | Project Discussion | ||
| 13 | Nov 9-13 | Project Discussion | Project Draft Due (Nov 8) | |
| 14 | Nov 16-20 | Project Discussion | ||
| 15 | Nov 23-27 | Project Discussion | Final Exam (Dec 1) | |
| 16 | Noc 30-Dec 4 | Project Submission | Final Project Due (code + presentation + final paper) (Dec 6) |
See RESOURCE section.