Browsing MIT Theses by Author "Saad, Feras Ahmad Khaled"
Now showing items 1-2 of 2
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Probabilistic data analysis with probabilistic programming
(Massachusetts Institute of Technology, 2016)Probabilistic techniques are central to data analysis, but dierent approaches can be challenging to apply, combine, and compare. This thesis introduces composable generative population models (CGPMs), a computational ... -
Scalable Structure Learning, Inference, and Analysis with Probabilistic Programs
(Massachusetts Institute of Technology, 2022-09)How can we automate and scale up the processes of learning accurate probabilistic models of complex data and obtaining principled solutions to probabilistic inference and analysis queries? This thesis presents efficient ...
