EXC: Schedule
Week | Commencing | Topic | Resources | Lecturer | Reading |
---|---|---|---|---|---|
1 | 22-Sep-2023 | Administration and overview | Document | Dr. Luo Mai | |
1 | 22-Sep-2023 | Distributed data-parallel programming -- Part I (Programming Models/Languages) | Document | Dr. Amir Shaikhha | |
2 | 29-Sep-2023 | Distributed data-parallel programming -- Part II (Functional Collections in Scala) | Document | Dr. Amir Shaikhha | |
2 | 29-Sep-2023 | Distributed data-parallel programming -- Part III (Hands-on) | Document | Dr. Amir Shaikhha | |
3 | 06-Oct-2023 | Distributed data-parallel programming -- Part IV (Distributed Collections in Spark) | Document | Dr. Amir Shaikhha | |
3 | 06-Oct-2023 | Distributed key-value pairs | Document | Dr. Amir Shaikhha | Compulsory: DocumentDocumentOptional: DocumentDocument |
4 | 13-Oct-2023 | Distributed query processing (SparkSQL) | Document | Dr. Amir Shaikhha | Compulsory: DocumentOptional: DocumentDocumentDocument |
4 | 13-Oct-2023 | Distributed graph processing (Pregel) | Document | Dr. Amir Shaikhha | Compulsory: DocumentOptional: DocumentDocument
|
5 | 20-Oct-2023 | Hands-on exercise | Practical Homework for Scala Collection: Document | Amir Noohi | |
5 | 20-Oct-2023 | Hands-on exercise | Practical Homework for Spark: Document | Amir Noohi | |
6 | 27-Oct-2023 | Break | |||
7 | 03-Nov-2023 | Machine learning frameworks | Document
| Dr. Luo Mai | |
7 | 03-Nov-2023 | Fundamentals for distributed machine learning | Document
| Dr. Luo Mai | |
8 | 10-Nov-2023 | Practical distributed machine learning systems |
Document
| Dr. Luo Mai | |
8 | 10-Nov-2023 | Distributed file systems |
| Dr. Luo Mai | Document |
9 | 17-Nov-2023 | Guest Lecture | Andrew Fitzgibbon (GraphCore) | ||
10 | 23-Nov-2023 | Cluster resource management |
Document | Dr. Luo Mai | |
10 | 23-Nov-2023 | Cluster resource management (cont.) | Dr. Luo Mai | ||
11 | 01-Dec-2023 | Guest Lecture | Dimitrios Vytiniotis (DeepMind) | ||
11 | 01-Dec-2022 | Revision Lecture | Document | Dr. Luo Mai |
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