Gen AI - LLM RAG Two in One - LangChain + LlamaIndex
Por qué lo recomendamos
RAG es la técnica que más usamos para que un modelo responda con los datos de una empresa y no con lo que recuerda de internet. Este curso tiene la ventaja de enseñarlo con LangChain y con LlamaIndex a la vez, junto con bases vectoriales como ChromaDB y Pinecone, así que terminas sabiendo comparar en lugar de casarte con la primera librería que probaste. Recomendable después de unos fundamentos de IA generativa, no como primer curso.
Sobre el curso
This course leverages the power of both LangChain and LlamaIndex frameworks, along with OpenAI GPT and Google Gemini APIs, and Vector Databases like ChromaDB and Pinecone. It is designed to provide you with a comprehensive understanding of building advanced LLM RAG applications through in-depth conceptual learning and hands-on sessions. The course covers essential aspects of LLM RAG apps, exploring components from both frameworks such as Agents, Tools, Chains, Memory, QueryPipelines, Retrievers, and Query Engines in a clear and concise manner. You'll also delve into Language Embeddings and Vector Databases, enabling you to develop efficient semantic search and similarity-based RAG applications. Additionally, the course covers various Prompt Engineering techniques to enhance the efficiency of your RAG applications.List of Projects/Hands-on included: Develop a Conversational Memory Chatbot using downloaded web data and Vector DBCreate a CV Upload and Semantic CV Search App Invoice Extraction RAG AppCreate a Structured Data Analytics App that uses Natural Language Queries ReAct Agent: Create a Calculator App using a ReAct Agent and ToolsDocument Agent with Dynamic Tools: Create multiple QueryEngineTools dynamically and orchestrate queries through AgentsSequential Query Pipeline: Create Simple Sequential Query PipelinesDAG Pipeline: Develop complex DAG PipelinesDataframe Pipeline: Develop complex Dataframe Analysis Pipelines with Pandas Output Parser and Response SynthesizerWorking with SQL Databases: Develop SQL Database ingestion BotCreate a FAST API for your LangChain Application just
Descripción proporcionada por el proveedor del curso.