Cooking is one of my favorite hobbies, so I took the opportunity to combine my interest in technology and cooking to discuss this innovative chapter on Generative AI, RAG. First, let’s get the basics out of the way. What is Generative AI? How is it different from the AI? Artificial Intelligence (AI) AI refers to...
Anthropic announced the Claude 3 model family last month, which sets new industry benchmarks across various cognitive tasks. I am always excited to see what comes from Anthropic, so I was eager to see this group arrive. The family includes three state-of-the-art models in ascending order of capability: Claude 3 Haiku, Claude 3 Sonnet, and...
Visualization Telling a story with data is an effective way to share information. I’ve spent years developing data stories with standard reporting tools as the only option. Visualizing information has become incredibly important today, especially when representing and analyzing relationships between entities and concepts. Knowledge graphs (KGs) capture these relationships through triples (s, p, o)...
One of the things I appreciate and respect about Anthropic, the creators of Claude, is the transparency of their messaging and content. The content is easy to understand, and that’s a plus in this space. Whenever I visit their site, I have a clear picture of where they are and the plans for moving forward....
Open source creates opportunities for developers worldwide to work together on projects, share knowledge and collectively enhance software solutions. This inclusive approach not speeds up advancements but also ensures that cutting edge tools and technologies are available to everyone. So it always warms my heart when I see any innovations in this space. Open source...
Engineers are tasked with comprehending the layers of artificial intelligence (AI), including its strengths and limitations. Engineering plays a role in the development of AI as it is indispensable in harnessing its power. However, it’s essential to acknowledge and respect AI’s boundaries. Let’s consider some of AI’s characteristics, capabilities, and limitations that we are aware...
In my research, I have discovered a variety of LLMs. I am always fascinated by the complexity and capabilities of these models. I follow several startups, founders, researchers, and data scientists in this growing space. The role of research in AI is critical as they drive the progress and understanding of intelligence technologies. Researchers have...
Language models have witnessed remarkable advancements in various fields, empowering researchers to tackle complex problems with text-based data. However, a significant challenge in these models is effectively incorporating extensive new knowledge while maintaining performance. The conventional fine-tuning approach is resource-intensive, complex, and sometimes short of fully integrating new information. To overcome these limitations, researchers have...
A Large Language Model (LLM) is a computer program that has been extensively trained using a vast amount of written content from various sources such as the internet, books, and articles. Through this training, the LLM has developed an understanding of language closely resembling our comprehension. LLM can generate text that mimics writing styles. It...