Topic Modeling with Llama 2

In this video, you'll learn how to use Llama 2 for Topic Modeling in Python. Llama 2 is an incredible open-source Large Language Model that can perform on par with GPT-3.5. We will use BERTopic to create base topics and leverage Llama 2 to create natural labels. Timeline 0:00 Introduction 0:36 How does BERTopic work? 2:44 Installing Dependencies 3:14 Data 4:38 Llama 2 6:19 Optimization & Quantization 10:23 Prompt Engineering 16:17 BERTopic - Preparing the sub-models 20:08 BERTopic - Training + Output 25:27 Visualization 💬 BERTopic: https://github.com/MaartenGr/bertopic 📒 Google Colab notebook https://colab.research.google.com/drive/1QCERSMUjqGetGGujdrvv_6_EeoIcd_9M?usp=sharing 🛠️ Tutorial blog on using Llama 2 for Topic Modeling https://maartengrootendorst.substack.com/p/topic-modeling-with-llama-2 🦙 Llama 2 model (7B) on HuggingFace https://huggingface.co/meta-llama/Llama-2-7b-chat-hf Support my work: 👪 Join as Channel Member: / @maartengrootendorst ✉️ Newsletter https://maartengrootendorst.substack.com/ 📖 Join Medium to Read my Blogs https://medium.com/@maartengrootendorst I'm writing a book! 📚 Hands-On Large Language Models https://www.oreilly.com/library/view/hands-on-large-language/9781098150952/ #datascience #machinelearning #ai