Embedding vectors (or embeddings) play a central role in the challenges of processing and interpretation of unstructured data such as text, images, or audio files. Embeddings take unstructured data and convert it to structured, no matter how complex, so they can be easily processed by software. OpenAI offers such embeddings, and this article will go over how they work and how they can be used.
Discover the power of address matching in real estate data management with this comprehensive guide. Learn how to leverage natural language processing (NLP) techniques using Python, including open-source libraries like SpaCy and fuzzywuzzy, to parse, clean, and match addresses. From breaking down data silos to geocoding and point-in-polygon searches, this article provides a step-by-step approach to creating a Source-of-Truth Real Estate Dataset. Whether you're in geospatial analysis, real estate data management, logistics, or compliance, accurate address matching is the key to unlocking valuable insights.
We leveraged OpenAI's API and PHP to develop a proof-of-concept chatbot that seamlessly integrates with Pinecone, a vector database, to enhance our homepage's search functionality and empower our customers to find answers more effectively. In this article, we’ll explain our steps so far to accomplish this.
This article aims to delve into the capabilities and limitations of OpenAI’s models, examine the functionalities of agents like Baby AGI, and discuss potential future advancements in this rapidly evolving field.
As AI advances, calls for regulation are increasing. But viable regulatory policies will require a broad public debate. We spoke with Mhairi Aitken, Ethics Fellow at the British Alan Turing Institute, about the current discussions on risks, AI regulation, and visions of shiny robots with glowing brains.
The iPhone Photos app supports text-based searches, but is quite limited. When I wanted to search for a photo of “my girlfriend taking a selfie at the beach,” it didn’t return any results, even though I was certain there was such a photo in my album. This prompted me to take action. Eventually, I integrated OpenAI’s CLIP model into the iPhone.
In early March of this year, we had the pleasure of talking with Christoph Schuhmann, co-founder of the open-source AI organization LAION. We spoke with him about the organization's founding, the datasets and models it has produced, and the future of open-source AI development.
At least since the arrival of ChatGPT, many people have become fearful that we are losing control over technology and that we can no longer anticipate the consequences they may have. AI Alignment deals with this problem and the technical approaches to solve it.
With the release of the AI ChatGPT at the end of November 2022, OpenAI made big waves that don’t seem to be dying down. For a long time, not just in the tech bubble, people waited for the giant Google to answer. Now here it is: Google introduced its conversational AI, Bard. We take a look at the announcement, the technology, and speculate a bit about Google’s apparent hesitation.