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Module Overview

Learning Guides

3.1.1 Fine-Tuning

AIE 3.1.1.1 LoRA Adapter Techniques

3.1.2 RAG Systems

AIE 3.1.2.1 Guide for AI Beginners

AIE 3.1.2.2 Knowledge Graph Integration for AI Engineers

3.1.3 Multimodal Architectures

AIE 3.1.3.1 CLIP Style Contrastive Learning

AIE 3.1.3.2 Diffusion Models and Beyond

3.2 Ethical NLP

AIE 3.2.1 Bias Mitigation via Fairlearn

AIE 3.2.2 Hallucination Reduction Through Constitutional AI

Recap Video

Recap Video - Module 3

GitHub Assignment

GitHub Instructions

GH AIE 3.1.1.1

GH AIE 3.1.3.1

GH AIE 3.2.1

GH AIE 3.2.2

Activities

Applied Activities

Reflection Prompts

Quiz

Quiz AiE 3.1

Quiz AiE 3.2

Quiz AiE 3.3

Quiz AiE 3.4

Quiz AiE 3.5

Quiz AiE 3.6

Quiz AiE 3.7

Quiz AiE 3.8

Module 3: Natural Language & Multimodal Systems

<div class="simple-box-wrapper"> <div class="simple-box"> <div class="column"> <h3>Description</h3> <div class="ck-horizontal-line"><hr></div> <p>I'm a paragraph. Click to start writing that will inform, inspire, or encourage your community. We know you have so many things to share with the world. Happy editing!</p> </div> </div> </div>