PinnedYanli LiuinTowards Data ScienceHow to Generate Instruction Datasets from Any Documents for LLM Fine-TuningGenerate high-quality synthetic datasets economically using lightweight libraries·7 min read·Mar 6, 2024--10--10
PinnedYanli LiuinLevel Up CodingUnleash Mistral 7B’ Power: How to Efficiently Fine-tune a LLM on Your Own DataNavigating the world of model fine-tuning optimizations, featuring LoRA and PEFT.·12 min read·Oct 12, 2023--15--15
PinnedYanli LiuThe Future of Nutrition Tracking: Developing a Multimodal Food JournalStep-by-Step Guide to build a chatbot using GTP 4 vision, Autogen and Gradio·8 min read·Jan 16, 2024--5--5
PinnedYanli LiuinLevel Up CodingUpgrade Your Retrieval Augmented Generation with Self-RAGA new research method teaching LLMs to retrieve, generate, and critique through self-reflection·8 min read·Nov 7, 2023--4--4
Yanli LiuinLevel Up CodingLost In Prompts ? How Fabric Simplifies Daily Interactions with Any AIA practical guide to installing and configuring Fabric with Llama3 for enhanced productivity·7 min read·1 day ago----
Yanli LiuinTowards Data ScienceBuilding Local RAG Chatbots Without Coding Using LangFlow and OllamaA Quick Way to Prototype RAG Applications Based on LangChain·10 min read·Apr 8, 2024--4--4
Yanli LiuinLevel Up CodingHow I Analyzed My Finance With A Local AIA personalized and secure approach to analyzing financial data, providing tailored insights and recommendations·12 min read·Apr 7, 2024--2--2
Yanli LiuinLevel Up CodingThe Future of Financial AI: Stock Sentiment Analysis with SLIM ModelsHow to perform complex multi-step analytics using LLMWare on CPU·8 min read·Feb 27, 2024--1--1
Yanli LiuinTowards Data ScienceHow to Chat with Any Open Source LLM for Free with Your iPhoneBuilding an Open Source “ChatGPT” App on iPhone Using Ollama and Google Colab Free T4 GPU·6 min read·Feb 5, 2024--3--3
Yanli LiuinTowards Data ScienceOptimizing Small Language Models on a Free T4 GPUComprehensive Guide to Fine-Tuning Phi-2 using Direct Preference Optimization·11 min read·Jan 30, 2024--2--2
