Buy Now AED 170.99 + VAT

Monthly Subscription Starting at AED 99 + VAT

Building Production-Ready Apps with Large Language Models
  • Level Intermediate
  • Duration 2 hours
  • Course by Coursera Instructor Network
  • Offered by

About

In the age of artificial intelligence (AI), it is essential to learn how to apply the power of large language models (LLMs) for building various production-ready applications. In this hands-on-course, learners will gain the necessary skills for building and responsibly deploying a conversational AI application.

Following the demo provided in this course, learners will learn how to develop a FAQ chatbot using HuggingFace, Python, and Gradio. Core concepts from applying prompt engineering to extract the most value from LLMs to infrastructure, monitoring, and security considerations for real-world deployment will be covered.

Important ethical considerations such as mitigating bias, ensuring transparency, and maintaining user trust will also be covered to help learners understand the best practices in developing a responsible and ethical AI system.

By the end, learners will have developed familiarity with both the technical and human aspects of building impactful LLM applications. The learners can design, develop, and deploy production-ready applications powered by Large Language Models.

This course is designed for individuals with a basic understanding of programming and application development concepts. It is suitable for developers, data scientists, AI enthusiasts, and anyone interested in using LLMs to build practical applications. you need basic concepts, software tools, and an internet-connected computer.

Modules

Lesson 1 - Introduction to LLMs and Production-Ready Applications

    • 4 Videos
    • 3 Readings
Show info about module content

4 Videos

  • Introduction to LLMs: Benefits and Applications
  • Prompt Engineering
  • LLM Development
  • Production Readiness

3 Readings

  • Welcome to the Course: Course Overview
  • [Optional] The GPT Generative AI Lab Playground
  • Introduction to Large Language Models

Lesson 2 - Building a FAQ Chatbot

    • 4 Videos
    • 1 Readings
Show info about module content

4 Videos

  • Getting Started with HuggingFace
  • Building UIs with Gradio
  • Developing the FAQ Chatbot: Part 1 - Getting Started
  • Developing the FAQ Chatbot: Part 2 - Finalizing and Deployment

1 Readings

  • A Comprehensive Comparative Analysis of LLMs

Lesson 3 - Ethics and Best Practices for Production LLMs

    • 4 Videos
    • 1 Readings
    • 1 Lab
    • 1 Assignment
Show info about module content

1 Assignment

  • Final Assessment

1 Labs

  • [Optional] Access Your GPT GenAI Playground

4 Videos

  • Ethical Considerations for LLMs
  • Mitigating AI Risks
  • Ensuring Transparency
  • Maintaining User Trust

1 Readings

  • Best Practices for Deploying Large Language Models (LLMs) in Production
Reza Moradinezhad
Instructor

Reza Moradinezhad