Imports We import modules from Hugging Face’s transforms, peft, and datasets libraries. from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline from peft import prepare_model_for_kbit_training from peft import LoraConfig, get_peft_model from datasets import…

Optimising multi-model collaboration with graph-based orchestration Orchestra — photographer Arindam Mahanta by unsplashIntegrating the capabilities of various AI models unlocks a symphony of potential, from automating complex tasks that require…

This article will show you different approaches you can take to create embeddings for your data Creating quality embeddings from your data is crucial for your AI system's efficacy. This…