NAS
A research direction that automates the design of neural network architectures. First proposed by Google in 2017, NAS has become a significant branch of deep learning research, aiming to automatically discover optimal neural network structures.
Timeline (last 90 days)
NAS and home server hardware specifications have improved year over year, and multi-core CPUs, large-capacity memory, and even consumer-grade GPUs are no longer uncommon.
The Transformer was not discovered through NAS search but is the product of human researchers' design.
Data from a survey paper shows that more than 3,000 new model architectures were proposed in the NAS field over approximately five years.
DAS (Direct-Attached Storage) is a multi-bay storage device connected directly to the host via USB or eSATA interfaces, distinct from NAS which is accessed over a network.
The large-scale entry of autonomous aircraft into the national airspace system involves legal issues such as detect-and-avoid (DAA) rules, emergency response protocols for communication link failures, and accident liability attribution.
NAS (Network Attached Storage) is the most entry-level use case choice in the self-hosted server community
A hybrid home data center strategy keeps core data self-hosted on a local NAS while synchronizing critical data to offsite backups on object storage services such as Backblaze B2 or Wasabi.
Common technical approaches to model lightweighting include knowledge distillation, model pruning, quantization, and neural architecture search (NAS)
Self-hosted file conversion services (such as those deployed on resource-limited VPS or home NAS devices) will affect the normal operation of other services on the same machine (file synchronization, databases, reverse proxies, etc.) if resource limits are not applied.
A full rebuild of a 6TB drive on a consumer NAS may take 12-24 hours or longer
All Facts (11)
A full rebuild of a 6TB drive on a consumer NAS may take 12-24 hours or longer
80%Unverified该自进化架构借鉴了元学习（Meta-Learning）和神经架构搜索（NAS）领域的核心思想
70%UnverifiedNAS (Network Attached Storage) is the most entry-level use case choice in the self-hosted server community
60%UnverifiedNAS and home server hardware specifications have improved year over year, and multi-core CPUs, large-capacity memory, and even consumer-grade GPUs are no longer uncommon.
50%UnverifiedData from a survey paper shows that more than 3,000 new model architectures were proposed in the NAS field over approximately five years.
50%UnverifiedThe Transformer was not discovered through NAS search but is the product of human researchers' design.
50%UnverifiedDAS (Direct-Attached Storage) is a multi-bay storage device connected directly to the host via USB or eSATA interfaces, distinct from NAS which is accessed over a network.
50%UnverifiedThe large-scale entry of autonomous aircraft into the national airspace system involves legal issues such as detect-and-avoid (DAA) rules, emergency response protocols for communication link failures, and accident liability attribution.
50%UnverifiedA hybrid home data center strategy keeps core data self-hosted on a local NAS while synchronizing critical data to offsite backups on object storage services such as Backblaze B2 or Wasabi.
50%UnverifiedCommon technical approaches to model lightweighting include knowledge distillation, model pruning, quantization, and neural architecture search (NAS)
50%UnverifiedSelf-hosted file conversion services (such as those deployed on resource-limited VPS or home NAS devices) will affect the normal operation of other services on the same machine (file synchronization, databases, reverse proxies, etc.) if resource limits are not applied.
50%