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Verified Information • Last Updated Mar 2026
Beginning Llamafile for Local Large Language Models (LLMs)
Learners will gain the skills to serve powerful language models as practical and scalable web APIs. They will learn how to use the llama.cpp example server to expose a large language model through a set of REST API endpoints for tasks like text generation, tokenization, and embedding extraction.
The course dives into the technical details of running the llama.cpp server, configuring various options to customize model behavior, and efficiently handling requests. Learners will understand how to interact with the API using tools like curl and Python, allowing them to integrate language model capabilities into their own applications.
Throughout the course, hands-on exercises and code examples reinforce the concepts and provide learners with practical experience in setting up and using the llama.cpp server. By the end, participants will be equipped to deploy robust language model APIs for a variety of natural language processing tasks.
The course stands out by focusing on the practical aspects of serving large language models in production environments using the efficient and flexible llama.cpp framework. It empowers learners to harness the power of state-of-the-art NLP models in their projects through a convenient and performant API interface.
Duration
8 Months
Institution
Duke University
Format
Online
Eligibility Criteria
school
Academic Foundation
A recognized Bachelor’s degree or high school equivalent required for admission into Duke University.
language
Language Proficiency
English proficiency required. IELTS, TOEFL, or standard medium-of-instruction certificates accepted.
Detailed Fees Breakdown
Base Tuition Fee
$192
Total Est. Investment
$192
Scholarships and early-bird waivers may apply. Contact admissions for exact institutional fees.
Academic Trajectory
Program Outcome
Graduates of the Beginning Llamafile for Local Large Language Models (LLMs) program at Duke University are equipped with global perspectives, ready to excel in international markets and top-tier career opportunities.