Building Travel Guides from YouTube using CrewAI Multi-AgentIntroduction In today’s digital age, planning a vacation often involves extensive online research. YouTube has a lot of travel videos that give you helpful information about popular places to visit. However, sorting through hours of content to find r...Aug 25, 2024·13 min read
Building a Rental Apartment Search with Langchain's Self-Querying RetrieverIn this blog post, we delve into the capabilities of Langchain's self-querying retriever, a powerful tool for bridging the gap between natural language and structured data retrieval. This retriever leverages a query-constructing LLM chain to transfor...Apr 20, 2024·13 min read
Syncing Qdrant with Postgres Using Airbyte to Build RAG Applications over SQL DataOverview One of the major hurdles in building robust RAG applications is keeping the Vector Store consistently updated with the latest information. This is crucial because RAG models rely on this store to retrieve relevant context for generating accu...Apr 16, 2024·8 min read
Guide to Building a QA RAG AI for Enterprises Using Spring AI, Qdrant, and Gemma-7BIn this tutorial, we will build a Question Answering RAG application in Spring AI. Spring AI simplifies building AI-powered applications. It leverages the familiar concepts of portability and modularity from the Spring ecosystem, making it easy to in...Apr 10, 2024·13 min read
LLM fine-tuning with instruction promptsIf you have ever tried to use the Mistral model from Hugging Face you will be provided with multiple options. Two of the most downloaded options are: Mistral-7B-v0.1 Mistral-7B-Instruct-v0.2 But what is the difference between these 2 models? Mistral-...Mar 21, 2024·4 min read
Daily Portfolio Summarizer with Langchain, Qdrant, and Mistral AIToday's Investors are bombarded with news, reports, statistics, and more information. AI cuts through this noise, analyzes vast datasets to unearth hidden patterns and trends, and offers insights that human minds might miss. While AI brings immense p...Feb 23, 2024·13 min read
Hands-on Guide to Building LLM Apps in Java with Langchain4j and Qdrant DBIn this blog, we will explore how to build a Retrieval Augmented Generation (RAG) chatbot in Java. To construct this application, we will utilize the LangChain4j Java library. The goal of LangChain4j is to simplify the integration of AI/LLM capabilit...Feb 8, 2024·10 min read