- Tim Kraska, Mohammad Alizadeh, Alex Beutel, Ed H. Chi, Jialin Ding, Ani Kristo, Guillaume Leclerc, Samuel Madden, Hongzi Mao, Vikram Nathan. SageDB: A Learned Database System. [PDF]
- Tim Kraska, Alex Beutel, Ed H Chi, Jeffrey Dean, Neoklis Polyzotis. The case for learned index structures. [PDF]
- Ryan Marcus, Parimarjan Negi, Hongzi Mao, Nesime Tatbul, Mohammad Alizadeh, Tim Kraska. Bao: Making Learned Query Optimization Practical. [PDF]
Some questions to consider as you read:
- Does SageDB use machine learning in the way you expect? Why or why not?
- What is the idea of "instance optimization" mean, and where does SageDB apply it?