Reading List

Being less concrete further out, the reading list is being incrementally updated to include more papers as we go.

Big Data Systems

The Google File System [ACM SOSP 2003]

MapReduce: Simplified Data Processing on Large Clusters [USENIX OSDI 2004]

Resilient Distributed Datasets: A Fault-Tolerant Abstraction for In-Memory Cluster Computing [USENIX NSDI 2012]

Machine Learning Systems

Ray: A Distributed Framework for Emerging AI Applications [USENIX OSDI 2018]

The Case for Learned Index Structures [ACM SIGMOD 2018]

Cloud Storage Systems

Dynamo: Amazon’s Highly Available Key-value Store [ACM SOSP 2007]

Amazon DynamoDB: A Scalable, Predictably Performant, and Fully Managed NoSQL Database Service [USENIX ATC 2022]