ZEHPYR-7B is one of the next-generation large language models (LLMs) that has gained significant popularity in the AI community. The model was created by Hugging Face and is essentially a fine-tuned version of Mistral-7B trained on public datasets, optimized through knowledge distillation techniques. This model has achieved incredible results, surpassing many larger models across various … Read more
Source: Deephub Imba This article is about 4000 words long, and it is recommended to read in 6 minutes. In this article, we will explain the basic concepts of LoRA itself and then introduce some variants that improve the functionality of LoRA in different ways. LoRA can be said to be a major breakthrough for … Read more
Excerpt from lightning.ai Author: Sebastian Raschka Compiled by Machine Heart Editor: Chen Ping The author states: Among various effective LLM fine-tuning methods, LoRA remains his top choice. LoRA (Low-Rank Adaptation) is a popular technique for fine-tuning LLMs (Large Language Models) that was first proposed by researchers from Microsoft in the paper “LORA: LOW-RANK ADAPTATION OF … Read more
©PaperWeekly Original · Author | Su Jianlin Unit | Dark Side of the Moon Research Direction | NLP, Neural Networks LoRA (Low-Rank Adaptation) is one of the parameter-efficient fine-tuning methods for current LLMs. Previously, we briefly discussed it in “LoRA from a Gradient Perspective: Introduction, Analysis, Speculation, and Promotion”. In this article, we will learn … Read more
Introduction With the continuous expansion of model scale, the feasibility of fine-tuning all parameters of the model (so-called full fine-tuning) is becoming increasingly low. Taking GPT-3 with 175 billion parameters as an example, each new domain requires a complete fine-tuning of a new model, which is very costly! Paper: LORA: LOW-RANK ADAPTATION OF LARGE LANGUAGE … Read more
When it comes to FPGAs, many people might first think of major FPGA manufacturers like Xilinx and Altera (which has been acquired by Intel). However, there are also other very distinctive FPGA manufacturers, such as Achronix, which specializes in hardware acceleration devices based on FPGAs and high-performance embedded FPGA (eFPGA) semiconductor intellectual property (IP). Thanks … Read more
3.3 LlamaIndex Compared to the comprehensive approach of langchain, Llama takes a more elegant and compact path. It particularly focuses on how to develop advanced AI-based RAG technology and the establishment of multi-tenant RAG systems. The enterprise solutions based on LlamaIndex aim to eliminate technical and security barriers, enhancing enterprises’ data usage and service capabilities. … Read more
Understanding AI Agent In today’s wave of digitalization, AI Agent has become a focal point of attention. So, what exactly is AI Agent? In simple terms, an AI Agent refers to an intelligent entity powered by a large language model (LLM), akin to an intelligent employee with independent thinking and action capabilities, able to understand … Read more
Everyone dreams of a future where an all-powerful AI assistant understands your intentions without you having to explain, efficiently completes tasks without hand-holding, and even proactively plans and thinks for you. This sounds like a scene from a science fiction movie, but the emergence of AI Agents makes all of this within reach. It’s as … Read more
Hello everyone, I am Xuanjie. First, let me interrupt with a message: the Double 12 Super Event has sold out the “3-Day AI Agent Project Practical Live Training Camp” originally priced at 199 yuan, and the reason is simple: the Double 12 event is very powerful, with a direct price drop to 19 yuan. The … Read more