Course Schedule
Note this tentative schedule is subject to change. Please check the schedule regularly.
Last Updated: 04/09/2022
| Week | Starting | Topics | Reading | Notes |
|---|---|---|---|---|
| 1 | 1/16/23 | T: Lec1 - Course introduction; Intro to Big Data | Reading1_Hadoop | Mon: HW1 out. |
| H: Lec2 - Hadoop Ecosystem | ||||
| 2 | 1/23/23 | T: Lec3 - HDFS | Reading2_HDFS | Mon: HW1 due. |
| H: Lec4 - MapReduce | ||||
| 3 | 1/30/23 | T: PE1 - MapReduce Exercise | Reading3_MR | Mon: Quiz 1 week; HW 2 out; Team formation due. |
| H: Lec5 - Apache Pig | ||||
| 4 | 2/6/23 | T: PE2 - Pig Exercise | Reading4_Pig | Mon: Quiz 2 week. |
| H: Lec6 - NoSQL (Paper 1 Presentation) | ||||
| 5 | 2/13/23 | T: Lec7 - Hbase (Paper 2 Presentation) | Paper1 & Paper2 | Mon: HW2 due; HW3 out; Finalize project topic and dataset. |
| H: Lec8 - MongoDB | ||||
| 6 | 2/20/23 | T: Exam 1 | Paper3_Spark | |
| H: Lec9 - Intro to Apache Spark (Paper 3 Presentation) | ||||
| 7 | 2/27/23 | T: Lec10 - Spark RDD (Paper 4 Presentation) | Paper4_RDD, LS Ch.3 | Mon: HW3 due. Final project proposal due |
| H: Lec11 - Spark DataFrame | ||||
| 8 | 3/6/23 | T: Spring Break, No Classes | ||
| H: Spring Break, No Classes | ||||
| 9 | 3/13/23 | T: PE3 - Spark DataFrame Exercise | Paper5_Mllib, LS Ch.4 | Mon: Quiz 3 week; HW4 out |
| H: Lec12 - Spark Machine Learning (Paper 5 Presentation) | ||||
| 10 | 3/20/23 | T: PE4 - Spark Linear Regression Exercise | LS Ch.10 | |
| H: Lec13 - Spark Logistic Regression | ||||
| 11 | 3/27/23 | T: Lec14 - Spark Tree Classifiers | LS Ch.11 | Mon: Project milestone 1 due (50% work done) |
| H: PE5 - Spark Trees | ||||
| 12 | 4/3/23 | T: Lec15 - Spark K-Means | LS Ch.7 | Mon: Quiz 4 week |
| H: Exam 2 | ||||
| 13 | 4/10/23 | T: Lec16 - Intro to NLP | Reading5_NLP | Mon: HW4 due |
| H: Lec17 - NLP by example | ||||
| 14 | 4/17/23 | T: Lec18 - NLP with Spark | LS Ch.8 | Mon: Quiz 5 week |
| H: Lec19 - Apache Kafka | Fri: Project milestone 2 due (90% work done) | |||
| 15 | 4/24/23 | T: Scholarship Day, Student Presentation | Spark Document | Mon: HW5 out, SCAD slides due |
| H: Lec20 - Spark Streaming | Tue: Present at SCAD Day | |||
| 16 | 5/1/23 | T: PE6 - Data Streaming | Mon: Quiz 6 week | |
| H: Reading Day, No Classes | ||||
| 17 | 5/8/23 | T: Work on Final Project Report | Mon: Final presentation and demo code due | |
| H: Have a great summer! | Wed: Final report and revised code due; HW5 due |