Efficient
Artificial Intelligence
Optimizing LLM Deployment: vLLM PagedAttention and the Way forward for Efficient AI Serving
Large Language Models (LLMs) deploying on real-world applications presents unique challenges, particularly when it comes to computational resources, latency, and cost-effectiveness. On this comprehensive guide, we'll explore the landscape of LLM serving, with a...
Artificial Intelligence
This tiny chip can safeguard user data while enabling efficient computing on a smartphone
Health-monitoring apps may also help people manage chronic diseases or stay on...
Artificial Intelligence
Creating bespoke programming languages for efficient visual AI systems
A single photograph offers glimpses into the creator’s world — their interests...
Artificial Intelligence
Materia looks to make accountants more efficient with AI
The U.S. is facing an accountant shortage. Fewer first-time candidates took the CPA exam in 2022 than in 2006, in line with the American Institute of Certified Public Accountants. One possible reason people aren’t...
Artificial Intelligence
Optimizing AI Workflows: Leveraging Multi-Agent Systems for Efficient Task Execution
Within the domain of Artificial Intelligence (AI), workflows are essential, connecting various tasks from initial data preprocessing to the ultimate stages of model deployment. These structured processes are mandatory for developing robust and effective...
Artificial Intelligence
The Rise of Mixture-of-Experts for Efficient Large Language Models
On this planet of natural language processing (NLP), the pursuit of constructing larger and more capable language models has been a driving force behind many recent advancements. Nonetheless, as these models grow in size,...
Artificial Intelligence
Navigating Cost-Complexity: Mixture of Thought LLM Cascades Illuminate a Path to Efficient Large Language Model Deployment
What if I told you that you can save 60% or more off of the associated fee of your LLM API spending without compromising on accuracy? Surprisingly, now you may.Large Language Models (LLMs) are...
Artificial Intelligence
LoRa, QLoRA and QA-LoRA: Efficient Adaptability in Large Language Models Through Low-Rank Matrix Factorization
Large Language Models (LLMs) have carved a singular area of interest, offering unparalleled capabilities in understanding and generating human-like text. The facility of LLMs might be traced back to their enormous size, often having...
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