3 Easy Methods For Improving Your Large Language Model

Maarten Grootendorst · Beginner ·🧠 Large Language Models ·2y ago
In this video, you'll learn how to improve the performance of your Large Language Model using 3 incredibly easy-to-use methods! We will use Llama 2 as the open-source LLM to improve upon with extensive tutorials. Timeline 0:00 Introduction 0:32 Loading Llama 2 4:48 Prompt Template 6:27 Method 1: Prompt Engineering 12:00 Method 2: Retrieval-Augmented Generation (RAG) 18:10 Method 3: Parameter Efficient-tuning with LoRA 24:57 Combining all 3 methods 📒 Google Colab notebook https://colab.research.google.com/drive/1jXfyvoS8KY1sa9lsJz8cAptKTe-RZLjv?usp=sharing 🛠️ Written version of this tutoria…
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Chapters (7)

Introduction
0:32 Loading Llama 2
4:48 Prompt Template
6:27 Method 1: Prompt Engineering
12:00 Method 2: Retrieval-Augmented Generation (RAG)
18:10 Method 3: Parameter Efficient-tuning with LoRA
24:57 Combining all 3 methods
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