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Artificial intelligence · Level 4 — Master & Senior

Building with language models and deploying models

Working with language models, retrieval-augmented generation, fine-tuning, evaluation, and deploying and monitoring models in production.

This course’s lessons are being written; see the syllabus and plan ahead.

  • Taught by Mahdi Mashaal

Who it is for

  • An engineer building model-based systems

After this course

  • Deploy an evaluated RAG system

Before you start

  • Deep learning and professional Python

Syllabus

  1. 1Language modelsComing
    1. How language models workComing
    2. Prompt designComing
  2. 2SystemsComing
    1. Retrieval-augmented generationComing
    2. Fine-tuningComing
  3. 3MLOpsComing
    1. Model evaluationComing
    2. Deployment and monitoringComing
  4. 4The level projectComing
    1. Project: a knowledge assistantComing

The level project

An organisation’s knowledge assistant, with evaluation and monitoring

Passing this level means: designs systems and leads a team — Brazier medal