SHAKTI: A 2.5 Billion Parameter Small Language Model Optimized for Edge
  AI and Low-Resource Environments
We introduce Shakti, a 2.5 billion parameter language model specifically
optimized for resource-constrained environments such as edge devices, including
smartphones, wearables, and IoT systems. Shakti combines high-performance NLP
with optimized efficiency and precision, making it ideal for real-time AI
applications where computational resources and memory are limited. With support
for vernacular languages and domain-specific tasks, Shakti excels in industries
such as healthcare, finance, and customer service. Benchmark evaluations
demonstrate that Shakti performs competitively against larger models while
maintaining low latency and on-device efficiency, positioning it as a leading
solution for edge AI.
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Syed Abdul Gaffar Shakhadri
claimed_verified
2024-10-21T16:13:33.968Z
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Syed Abdul Gaffar Shakhadri
user
SyedAbdul
67161f7b092a4eca797430b1
Kruthika KR
claimed_verified
2024-10-21T20:01:29.479Z
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Kruthika
user
kruthika
67161f7b092a4eca797430b2
Rakshit Aralimatti
extracted_confirmed
2024-10-21T17:42:54.054Z
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https://cdn-avatars.huggingface.co/v1/production/uploads/no-auth/DVqwwilKU-ayTsThq6UrE.png
Rakshit Aralimatti
user
RakshitAralimatti
SHAKTI: A 2.5 Billion Parameter Small Language Model Optimized for Edge
  AI and Low-Resource Environments
We introduce Shakti, a 2.5 billion parameter language model specifically
optimized for resource-constrained environments such as edge devices, including
smartphones, wearables, and IoT systems. Shakti combines high-performance NLP
with optimized efficiency and precision, making it ideal for real-time AI
applications where computational resources and memory are limited. With support
for vernacular languages and domain-specific tasks, Shakti excels in industries
such as healthcare, finance, and customer service. Benchmark evaluations
demonstrate that Shakti performs competitively against larger models while
maintaining low latency and on-device efficiency, positioning it as a leading
solution for edge AI.
Shakti is a 2.5 billion parameter language model optimized for edge devices, excelling in real-time AI applications with low latency and efficiency.
NLP parameter-efficient fine-tuning