Augment Your Retrieval: LLMs with Python LangChain and AWS OpenSearch VectorSearch database
Introduction In this blog post we will introduce vector databases and some of the algorithms used for indexing and show examples of how to work with AWS OpenSearch vector database using python and LangChain library. Vector databases A vector database is a type of database that stores high-dimensional vectors for fast retrieval and similarity search. […]
Streamlining Talent Acquisition with HireBot, your AI Powered Recruiter
Introduction HireBot is a chatbot designed to streamline the initial screening process of candidate resumes and profiles for recruiters and hiring managers. It leverages natural language processing to interpret resumes, allowing users to query candidate information through a natural language interface. The primary issue HireBot addresses is the time-consuming nature of manual resume screening, reducing […]
External Knowledge Base for LLMs: Leveraging Retrieval Augmented Generation Framework with AWS…
Introduction In the realm of artificial intelligence and language models, the pursuit of enhancing their capabilities is a constant endeavor. Today, we embark on a journey to explore an innovative approach that has the potential to revolutionize the way we harness the power of AI. Picture a scenario where your language model not only excels […]
Use AWS Bedrock language models with a Slack-powered chatbot
co-authors: Meghana Venkataswamy, Sean Cahill, Salman Ahmed Mian Architecture What is a Foundational Model? How Do we customize the FM to our Data and needs? Our /hr-bot uses RAG Technique FAISS (Facebook AI Similarity Search) What is AWS Kendra LangChain AWS Bedrock Slack integration Terraform Challenges and opportunities Navigating policy and rules in a large […]
Harnessing the Power of Large Language Models for Knowledge Graph Creation
· The role of large language models in creating knowledge graphs from unstructured data.· Comparison of Top Models· Storage Platforms for Knowledge Graphs· Practical Example: Knowledge Graph from Wikipedia Text· Best Practices and Tips for Using Large Language Models in Knowledge Graph Creation· Conclusion In the vast realm of data, the ability to meaningfully connect […]