<ul data-eligibleForWebStory="true">Deploying Small Scale LLMs on a Budget: What Hardware and Software Do You Really Need?Running small scale large language models (LLMs) efficiently with modest resources is possible with the right approach.Balancing power and cost is crucial when setting up small scale LLMs on a budget.You can achieve good results with smaller GPUs and a suitable software stack instead of high-end options like the Nvidia A100.Optimizing hardware and software choices can lead to significant cost savings in deploying LLMs.Understanding the essential hardware and software requirements is key to running small scale LLMs smoothly and economically.Finding the right balance between performance and affordability is the main challenge in deploying LLMs on a budget.Efficient deployment of small scale LLMs involves choosing the right mix of hardware and software components.Prioritizing the necessary components while avoiding unnecessary expenses is crucial for budget-friendly deployment of LLMs.