When talking about of information retrieval, vector embeddings have an indispensable role. They translate documents and queries into numerical vector formats, enabling us to sift through a vector database to identify similar vectors. Two distinct types of vector embeddings – sparse and dense – each offer unique advantages and present certain challenges. Sparse vectors algorithms, such as TF-IDF or BM25, are characterized by high dimensionality and an abundance of zero values. Their sparse nature has been the subject of extensive research over the years, resulting in compact data structures and efficient retrieval algorithms designed specifically for these vectors. Sparse vectors…

In the ever-evolving landscape of artificial intelligence (AI), one concern remains constant: privacy. The fear of exposing sensitive data to AI service providers often deters companies from fully embracing these technologies. This is particularly true for language models like OpenAI’s ChatGPT, which require extensive data to train. But what if there was a way to train your own language model, customized to your specific needs, without compromising your data’s privacy? OMP! is at the forefront of a new era in AI, one that prioritizes both customization and privacy. We offer a solution that allows you to train your own language…

If you’ve been playing with ChatGPT from OpenAI, you like many may wonder ‘‘Can I query my own data using ChatGPT”? Well as of this blog post, not quite. Although this feature likely will be coming soon in the form of GPT4 plug-ins. However, the easiest way is to upload your files into OMP!, or scrape websites or YouTube videos and upload them into OMP!, then simply query or interact with data via OMP!’s free AI tools without needing any API key. OMP! utilizes LLMs from OpenAI such as GPT-3.5 and GPT-4 to process queries, just like ChatGPT does. To…

What does talking to AI mean? Is it like talking to an Alexa? Well yes, but not in the way you’re accustomed to. With the release of popular large language models (LLMs) and interfaces for users to interact with them (e.g. ChatGPT), the user act of talking to AI has taking on an entirely new meaning that will change every human’s life for forever. If you don’t have experience yet using the now infamous ChatGPT from OpenAI, I highly suggest you try it out. Ask it anything and discover what it can or can’t do for you. To get the highest quality output…