Edward Edberg

Edward Edberg

πŸ“ Madison, Wisconsin Β Β·Β  βœ‰οΈ [email protected]

I study the intersection of Machine Learning and Systems β€” making AI faster, leaner, and ready for the inference era. πŸš€

⚑ AI Systems🧠 ML for SystemsπŸ“ˆ ScalabilityπŸ’Ύ Memory EfficiencyπŸŽ“ UW-Madisonβ˜• Fueled by coffee

I'm a Computer Science PhD student at the University of Wisconsin–Madison, working on AI Systems and ML for Systems. With AI inference exploding and memory costs skyrocketing, I'm interested in building better, more scalable solutions for the next wave of AI infrastructure. Previously, I collaborated with Prof. Haryadi Gunawi (UChicago), Prof. Derry Wijaya (Boston University), and Prof. Huaicheng Li (CMU / Virginia Tech).

πŸ’¬ I'm always open to research collaborations or a casual chat β€” feel free to reach out at [email protected]!


Projects


Publications

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LinnOS: Predictability on Unpredictable Flash Storage with a Light Neural Network

Mingzhe Hao, Levent Toksoz, Nanqinqin Li, Edward Edberg Halim, Henry Hoffmann, Haryadi S. Gunawi Β· OSDI 2020

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OpenFraming: Open-sourced Tool for Computational Framing Analysis of Multilingual Data

Vibhu Bhatia, Vidya Prasad Akavoor, Sejin Paik, Lei Guo, Mona Jalal, Alyssa Smith, David Assefa Tofu, Edward Edberg Halim, Yimeng Sun, Margrit Betke, Prakash Ishwar, Derry Tanti Wijaya Β· EMNLP 2021

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πŸ”¬

Detecting Frames in News Headlines and Lead Images in U.S. Gun Violence Coverage

Isidora Tourni, Lei Guo, Taufiq Daryanto, Fabian Zhafransyah, Edward Edberg Halim, Mona Jalal, Boqi Chen, Sha Lai, Hengchang Hu, Margrit Betke, Prakash Ishwar, Derry Tanti Wijaya Β· EMNLP 2021

Read paper β†’

πŸ’Œ

Let's talk!

Whether it's collaboration, a cool idea, or just saying hi β€” my inbox is open. πŸ“¬