Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

edX

Beginning Llamafile

Pragmatic AI Labs via edX

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!

In this course, you will:

  • Gain the skills to expose large language models through REST API endpoints
  • Learn how to configure the llama.cpp server to customize model behavior
  • Understand how to efficiently handle requests and integrate language model capabilities into applications
  • Reinforce concepts through hands-on exercises and code examples using tools like curl and Python
  • Be equipped to deploy robust language model APIs for various NLP tasks

The course empowers you to harness state-of-the-art NLP models in your projects through a convenient and performant API interface, focusing on the practical aspects of serving large language models in production environments using the efficient and flexible llama.cpp framework.

Syllabus

Module 1: Getting Started with Mozilla Llamafile (2 hours)

****

- Video: Meet your instructor: Alfredo Deza (1 minute) [Preview module]

- Reading: Meet your instructor: Noah Gift (1 minute)

- Reading: Connect with your instructors (1 minute)

- Reading: Course structure and etiquette (1 minute)

- Reading: Key Terms (5 minutes)

- Reading: What is Llamafile? (5 minutes)

- Video: Llamafile overview by Mozilla (5 minutes)

- Video: Using the Llamafile API (2 minutes)

- Video: Creating a Llamafile (5 minutes)

- Reading: Cosmopolitan (5 minutes)

- Video: Building portable binaries with Cosmopolitan (4 minutes)

- Video: Building a phrase generator with cosmopolitan (3 minutes)

- Reading: Lesson Reflection (5 minutes)

- Assignment: Quiz-Key Components of Llamafile (10 minutes)

- Reading: Key Terms (1 minute)

- Reading: Bash Phrase Generator (5 minutes)

- Ungraded Lab: Cosmopolitan (10 minutes)

- Reading: Lesson Reflection (5 minutes)

- Assignment: Quiz-Portable CLI with Cosmopolitan (10 minutes)

- Reading: Key Terms (5 minutes)

- Reading: What are LLMs? (5 minutes)

- Video: Getting Started with Llamafile (3 minutes)

- Video: Llamafile local system metrics (3 minutes)

- Ungraded Lab: Portable CLI (10 minutes)

- Reading: Lesson Reflection (5 minutes)

- Assignment: Quiz-Running Llamafile (10 minutes)

- Reading: Key Terms (1 minute)

- Reading: Llamafile server (5 minutes)

- Ungraded Lab: Local Llamafile API (10 minutes)

- Reading: Course Conclusion (5 minutes)

- Reading: Next Steps (1 minute)

- Assignment: Final Quiz-Llamafile (10 minutes)

- Discussion Prompt: Meet and Greet (optional) (1 minute)

Taught by

Alfredo Deza and Noah Gift

Reviews

Start your review of Beginning Llamafile

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.