视频地址:吴恩达《构建和评估高级的RAG模型应用》|Building and Evaluating Advanced RAG Applications(中英字幕) 恰的星空 粉丝:7文章:4 关注 1.Advanced RAG pipeline RAG由三个组件组成,Ingestion Retrieval Synthesis 在Ingestion阶段,首先加载一组文档。对于每个文档,使用文本分割器将其分割成一组文本块(chunk)。对于...
https://www.deeplearning.ai/short-courses/building-evaluating-advanced-rag 检索增强生成(RAG)作为大型语言模型(LLM)最受欢迎的应用之一,脱颖而出。该方法有助于将LLM与组织的专有数据集成。 要成功实施RAG,必须改进检索技术以获得连贯的上下文,并采用有效的评估指标。 在本课程中,我们将探讨以下内容: 两种高级...
2.Evaluating RAG Performance This notebook focuses on evaluating the performance of your RAG application by introducing key metrics such as Groundedness, Relevance, and Similarity. These metrics help you assess how well your system is retrieving and generating accurate, context...
Evaluating a RAG solution Contrary to traditional machine learning (ML) models, for which evaluation metrics are well defined and straightforward to compute, evaluating a RAG framework is still an open problem. First, collecting ground truth (information known to ...
📖 TLDR: This paper analyzes performance bottlenecks in web agents by separately evaluating grounding and planning tasks, isolating their individual impacts on navigation efficacy. Using an enhanced version of the Mind2Web dataset, the study reveals planning as a significant bottleneck, with advancement...
DCLG. Approved Document L2A: Conservation of Fuel and Power in New Buildings Other Than Dwellings; Department for Communities and Local Government: London, UK, 2013. [Google Scholar] CIBSE. TM54: Evaluating Operational Energy Performance of Buildings at the Design Stage; The Chartered Institution ...
If you are looking for more advanced code samples, check out ourcollection of Generative AI Code Samplesin bothPythonandTypeScript. 🗣️ Meet Other Learners, Get Support Join ourofficial AI Discord serverto meet and network with other learners taking this course and get support. ...
The development of an advanced AI healthcare chatbot using Mixtral 8X7B, Oracle 23AI RAG, LangChain, and Streamlit represents a significant stride in the integration of cutting-edge AI technologies within the healthcare field. This guide has walked through the entire process, from understanding th...
9:30am: Deep Dive on LLMs & RAG Part 1: Knowledge Base & Prompt Engineering 10:00am: AdvancedPrompt Engineering & Persona Set Up 10:30am: Coffee Break 11:00am: RAG: Keys to a Great Knowledge Base 12:00pm: Lunch break ...
吴恩达《构建和评估高级的RAG模型应用》|Building and Evaluating Advanced RAG Applications(中英字幕) 吴恩达《LLM应用程序的质量和安全性》《Quality and Safety for LLM Applications》中英字幕 吴恩达《向量数据库:从嵌入到应用》Vector Databases: from Embeddings to Applications中英字幕 吴恩达最新《面向每个人的生成式...