Skip to content

Commit

Permalink
Fan's dissertation award (#287)
Browse files Browse the repository at this point in the history
  • Loading branch information
mosharaf authored Nov 9, 2024
1 parent 78e30a5 commit 8fd18ba
Showing 1 changed file with 1 addition and 0 deletions.
1 change: 1 addition & 0 deletions source/_data/SymbioticLab.bib
Original file line number Diff line number Diff line change
Expand Up @@ -1152,6 +1152,7 @@ @PhDThesis{fanlai:dissertation
publist_confkey = {dissertation},
publist_badge = {Dennis M. Ritchie Award Honorable Mention},
publist_badge = {David J. Kuck Dissertation Prize},
publist_link = {paper || fanlai-dissertation.pdf},
Abstract = {Skyrocketing data volumes, growing hardware capabilities, and the revolution in machine learning (ML) theory have collectively driven the latest leap forward in ML. Despite our hope to realize the next leap with new hardware and a broader range of data, ML development is reaching scaling limits in both realms. First, the exponential surge in ML workload volumes and their complexity far outstrip hardware improvements, leading to hardware resource demands surpassing the sustainable growth of capacity. Second, the mounting volumes of edge data, increasing awareness of user privacy, and tightening government regulations render conventional ML practices, which centralize all data into the cloud, increasingly unsustainable due to escalating costs and scrutiny.
Expand Down

0 comments on commit 8fd18ba

Please sign in to comment.