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Fine-Tuning Gemma 2 and Using it Locally

This is a simple guide to fine-tuning Gemma 2 9B-It on patient-doctor conversations and converting the model into GGUF format so that it can be used locally with the Jan application.

29 tháng 7, 2024

Fine-Tuning Llama 3.1 for Text Classification

Get started with the new Llama models and customize Llama-3.1-8B-It to predict various mental health disorders from the text.

28 tháng 7, 2024

ScrapeGraphAI Tutorial: Getting Started With AI Web Scraping

ScrapeGraph AI is an open-source tool that simplifies web scraping by automatically extracting structured data from websites, allowing users to interact with and retrieve the data through simple prompts.

28 tháng 7, 2024

Zero-Shot Prompting: Examples, Theory, Use Cases

Zero-shot prompting is a technique in which an AI model is given a task or question without any prior examples or specific training on that task, relying solely on its pre-existing knowledge to generate a response.

21 tháng 7, 2024

Few-Shot Prompting: Examples, Theory, Use Cases

Few-shot prompting is a technique in which an AI model is given a few examples of a task to learn from before generating a response, using those examples to improve its performance on similar tasks.

21 tháng 7, 2024

Building User Interfaces For AI Applications with Gradio in Python

Learn how to convert technical models into interactive user interfaces with Gradio in Python.

15 tháng 7, 2024

RAG vs Fine-Tuning: A Comprehensive Tutorial with Practical Examples

Learn the differences between RAG and Fine-Tuning techniques for customizing model performance and reducing hallucinations in LLMs.

14 tháng 7, 2024

Qwen (Alibaba Cloud) Tutorial: Introduction and Fine-Tuning

Qwen is a family of large language and multimodal models developed by Alibaba Cloud, designed for various tasks like text generation, image understanding, and conversation.

11 tháng 7, 2024

Chain-of-Thought Prompting: Step-by-Step Reasoning with LLMs

Unlock the full potential of Large Language Models (LLMs) with our guide on Chain-of-Thought (CoT) prompting. Learn how to enhance reasoning and problem-solving abilities in LLMs.

10 tháng 7, 2024

MatMul-Free vs MatMul LLMs: Speed and Memory Consumption

This article compares the performance of MatMul-free and traditional large language models in terms of speed and memory usage.

10 tháng 7, 2024

GPT-4o and LangGraph Tutorial: Build a TNT-LLM Application

This article presents a practical guide to implementing TNT-LLM, a framework that automates taxonomy generation and text classification using LLMs, demonstrated through a news article clustering example with GPT-4 and LangGraph.

10 tháng 7, 2024

Prompt Chaining Tutorial: What Is Prompt Chaining and How to Use It?

Prompt chaining is a technique that involves breaking down a complex task into a series of smaller, interconnected prompts, where the output of one prompt serves as the input for the next, guiding the LLM through a structured reasoning process.

9 tháng 7, 2024