Content ecosystem (H2 2023)

Video/Audio/Text Similarity Understanding.

AI Dev Infra (H2 2022):

Compatibility solution for Model release

AI Platform (H1 2022):

Training efficiency for ML models.

Working on automatic performance tuning using ML techniques.

Worked automatic performance regression detection system using various machine learning algorithms.

Worked on Defragmentation caused by deduplication and compression

Working on:

========= VMware Cloud on AWS ============

1. IO performance of VSAN on AWS

2. VSAN IO performance under Failure Scenario (host failure/disk failure)

========= Distributed Storage System (VSAN) ===========

1. Addressing Data fragmentation in a deduplication/compression Environment

2. Object placement / fault domains.

========= Effectiveness of Storage Management ===========

1. Effectiveness Study of SDRS (Data/object placement)

Working on:

VSAN performance (Deduplication/Compression, RAID5/6, etc.)

Prototype for automatic performance debugging framework (machine learning, etc.)

vSphere Storage IO Control (SIOC)

Research area includes storage virtualization, live virtual machine migration, live virtual storage migration, x86 simulation, memory management, Phase Change Memory, Solid State Drive.