A Simple Trick to Improve LLaMa3’s Honesty by 65%

A Simple Trick to Improve LLaMa3's Honesty by 65%

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering audiences including NLP master’s and doctoral students, university teachers, and researchers from enterprises. The vision of the community is to promote communication and progress between the academic and industrial fields of natural language processing and machine learning, especially … Read more

Easy Guide to Deploying Phi3 and Llama3 on Mobile!

Easy Guide to Deploying Phi3 and Llama3 on Mobile!

About 3100 words, suggested reading time: 10 minutes This article will introduce several latest large models suitable for private deployment, and then guide you step-by-step to deploy them on computers and mobile phones. Large models are undoubtedly the protagonists of this AI revolution,large models are based on Scaling Law. Simply put, the more data, the … Read more

Distilling Llama3 into Hybrid Linear RNN with Mamba

Distilling Llama3 into Hybrid Linear RNN with Mamba

MLNLP community is a well-known machine learning and natural language processing community in China and abroad, covering NLP master’s and doctoral students, university teachers, and researchers from enterprises. The Community’s Vision is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning at home and abroad, especially … Read more

Complete Guide to Pretraining LLAMA3 from Scratch: Exploring Scaling Law

Complete Guide to Pretraining LLAMA3 from Scratch: Exploring Scaling Law

MLNLP community is a well-known machine learning and natural language processing community at home and abroad, covering NLP master’s and doctoral students, university teachers, and corporate researchers. The vision of the community is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning at home and abroad, … Read more

Building Llama 3.2 from Scratch with Llama 2

Building Llama 3.2 from Scratch with Llama 2

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP master’s and doctoral students, university teachers, and corporate researchers. The vision of the community is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning at home and abroad, … Read more

Step-by-Step Implementation of Llama3 Model from Scratch (Python)

Step-by-Step Implementation of Llama3 Model from Scratch (Python)

Source: Algorithm Advancement This article is approximately 6800 words long and is recommended for a 13-minute read. This article teaches you how to implement Llama3 from scratch. Since Meta released the open-source model Llama3 series, it has outperformed industry SOTA models on several key benchmarks and has a significant lead in code generation tasks. Amazing! … Read more

Improving RAG with Llama3 and Ollama

Improving RAG with Llama3 and Ollama

In this article, we will learn how to leverage Llama-3 to implement an advanced RAG with a fully local infrastructure.This article provides a firsthand guide for the first day of implementing advanced RAG. ◆Introduction: In this article, we will create an advanced RAG that will answer user queries based on research papers provided as input … Read more

Getting Started with Meta Llama3-8B Using Ollama and OpenWebUI

Getting Started with Meta Llama3-8B Using Ollama and OpenWebUI

On April 18, 2024, Meta open-sourced the Llama 3 large models[1]. Although there are only 8B[2] and 70B[3] versions, the powerful capabilities demonstrated by Llama 3 have shocked the AI large model community. I personally tested the inference capabilities of the Llama3-70B version, which are very close to OpenAI’s GPT-4[4]. Moreover, a 400B super large … Read more

Guide to Deploying Llama3 Locally with Ollama

Guide to Deploying Llama3 Locally with Ollama

As we all know, Zuckerberg’s Meta has open-sourced Llama3 with two versions: the 8B and 70B pretrained and instruction-tuned models. There is also a larger 400B parameter version expected to be released this summer, which may be the first open-source model at the GPT-4 level! Let’s start with a preliminary understanding of Llama3. Model Architecture … Read more

In-Depth Analysis of LLAMA3 Paper

In-Depth Analysis of LLAMA3 Paper

Introduction Recently, while reviewing the papers I had previously studied in depth, I found that some notes were still very valuable. I made some minor adjustments and am publishing them for everyone to see. LLama3 is a paper from a few months ago, but each reading still brings new insights. This article discusses key points, … Read more