Roger OriolinGoPenAIBuild an Advanced RAG App: Query RoutingIn previous articles, we built a basic RAG application. We also learned to introduce more advanced techniques to improve a RAG application…Sep 12Sep 12
Roger OriolBuild an Advanced RAG App: Query RewritingIn the last article, I established the basic architecture for a basic RAG app. In case you missed that, I recommend to first read that…Jun 30Jun 30
Roger OriolHow to build a basic RAG appThe dawn of Generative AI makes possible new kinds of capabilities for the applications we build. LLMs can answer the user’s questions with…May 29May 29
Roger OriolinGoPenAIHow to use LLMs: Summarize long documentsOne of the tasks Generative AI models are good at is summarizing texts. However, if you want to summarize a text, you need the whole text…May 1May 1
Roger OriolUnderstanding LLMs: Mixture of ExpertsUnlike the Transformers architecture, Mixture of Experts is not a new idea. Still, it is the latest hot topic in Large Language Model…Apr 1Apr 1
Roger OriolWhat To Expect For AI in 2024?2023 was a great year for AI. Large Language Models were already in the spotlight for both users and businesses. ChatGPT had been just…Jan 28Jan 28
Roger OriolinGoPenAIHow To Supercharge Your LLM With LangChain AgentsThe problem with LLMsAug 13, 2023Aug 13, 2023
Roger OriolMaximizing the Potential of LLMs: Using Vector DatabasesLLMs do Natural Language Processing (NLP) to represent the meaning of text as a vector. This representation of the words of the text is an…Apr 16, 20231Apr 16, 20231
Roger OriolMaximizing the Potential of LLMs: A Guide to Prompt EngineeringLanguage models have rapidly improved in recent years, with large language models (LLMs) such as GPT-3 and GPT-4 taking center stage. These…Apr 9, 2023Apr 9, 2023
Roger OriolHow to install (and keep) extensions in SageMaker StudioEnhance the experience of your data scientists with SageMaker Studio extensionsAug 9, 2022Aug 9, 2022