Ephemeral Dance Of Electrons

Building Natural Language Interfaces with LLM Function Calling

Large Language Models (LLMs) are good at generating coherent text, but they have few inherent limitations:

1. Hallucinations: They learn and generate information in terms of likelihood and may produce information that is not grounded in facts
2. Knowledge Cutoff: LLMs are trained on a fixed dataset and …

Building a Codenames AI Assistant with Multi-Modal LLMs

Codenames is a word association game where two teams guess secret words based on one-word clues. The game involves a 25-word grid, with each team identifying their words while avoiding the opposing team’s words and the “assassin” word.

I knew that word embeddings could be used to …

Generating Visual Illusions Using Diffusion Models On Low VRAM

By now, many of us may be familiar with text-to-image models like Midjourney, DALL·E 3, StableDiffusion etc., Recently, I came across an interesting project called Visual Anagrams that utilizes text-to-image model to generate picture illusions. This project enables us to input two different text …

Exploring Retrieval-Augmented Generation with Open Source Large Language Models

While chatbots have grown common in applications like customer service, they have several shortcomings which disrupts user experience. Traditional chatbots rely on pattern matching and database lookups, which are ineffective when a user’s question deviates from what was expected. Responses may …

Create Beautiful Paintings From Rough Sketches Using Stable Diffusion

When it comes to creating artwork, there are many Generative AI tools, but my favorite one is the vanilla Stable Diffusion. Since it is open source, an ecosystem of tools and techniques have sprouted around it. With it, you can train your own model, fine-tune existing models, or use countless other …

GPT-4, Stable Diffusion, and Beyond: How Generative AI Will Shape Human Society

In 2020, I wrote about GPT-3 model. Late last year, OpenAI released ChatGPT which was based on GPT-3 but trained using Reinforcement Learning from Human Feedback (RLHF). And now GPT-4 has been released. It has only been out for a few days, but it is already seeing incredible applications such as …