Abstract: The field of artificial intelligence is in the midst of a paradigm war. On one front, autoregressive large language models (LLMs) like GPT-4, LLaMA-3, and Qwen2 have established dominance in textual reasoning, demonstrating remarkable prowess in comprehension, logic, and instruction following. On another, the world of multimodal AI—processing and generating across text, images, audio,…
For the past year, the business world has been captivated by Generative AI. Tools like ChatGPT have become synonymous with AI itself, dazzling us with their ability to draft emails, summarize documents, and generate creative content. But for enterprises, a critical limitation has emerged: these models are brilliant conversationalists, but they are passive. They answer…
What is Mixture of Experts? Mixture of Experts (MoE) is a technique that uses many different sub-models (or “experts”) to improve the quality of LLMs. Two main components define a MoE: Experts – Each FFNN layer now has a set of “experts” of which a subset can be chosen. These “experts” are typically FFNNs themselves. Router or gate…
The introduction of DeepSeek has triggered a paradigm shift in the AI landscape. Its ability to outperform existing technologies at a fraction of the cost has sent ripples throughout the tech industry.
Artificial Intelligence (AI) is no longer a futuristic concept – it is deeply integrated into our everyday lives, powering everything from virtual assistants to advanced robotics.
