Pritam Chopda
A5092183291- Image and Video Quality Assessment
- Advanced Data Compression Techniques
- Parallel Computing and Optimization Techniques
- Stochastic Gradient Optimization Techniques
- Video Coding and Compression Technologies
- Low-power high-performance VLSI design
Meta (United States)
2023
Meta has traditionally relied on using CPU-based servers for running inference workloads, specifically Deep Learning Recommendation Models (DLRM), but the increasing compute and memory requirements of these models have pushed company towards specialized solutions such as GPUs or other hardware accelerators. This paper describes company's effort in constructing its first silicon designed recommendation systems; it accelerator architecture platform design, software stack enabling optimizing...
Videos uploaded to Meta's Family-of-Apps are transcoded into multiple bitstreams of various codec formats, resolutions and quality provide the best video across wide variety devices connection bandwidth constraints. On Facebook alone, there more than 4 billion views per day address processing at this scale, we needed a solution that can deliver possible, with shortest amount encoding time — all while being energy efficient, programmable, scalable. In paper, present, Meta Scalable Video...