[AI/ML] Keswaniβs Algorithm for 2-player Non-Convex Min-Max Optimization
Author(s): Shashwat Gupta Originally published on Towards AI. Keswaniβs Algorithm introduces a novel approach to solving two-player non-convex min-max optimization problems, particularly in differentiable sequential games where the sequence of player actions is crucial. This blog explores how Keswaniβs method addresses common …
[AI/ML] Spatial Transformer Networks (STN) β Overview, Challenges And Proposed Improvements
Author(s): Shashwat Gupta Originally published on Towards AI. The modification of dynamic spatial information through spatial transformer networks (STNs) allows models to handle transformations such as scaling and rotation for subsequent tasks. They enhance recognition accuracy by enabling models to focus on …
[AI/ML] Diffusion Models β A Beginnerβs Guide to Math Behind Stable Diffusion and Dall-e!
Author(s): Shashwat Gupta Originally published on Towards AI. Generative modeling in computer vision has advanced significantly, with Diffusion Models leading the way and powering tools like DALL-E and Stable Diffusion. These models have transformed machine capabilities, offering new possibilities in art, design, …
[AI] Neurosymbolic AI β A Microthesis
Author(s): Shashwat Gupta Originally published on Towards AI. Neurosymbolic AI presents potential solutions to the existing challenges of LLMs by integrating neural networks with logic and reasoning. This may be advantageous for industries such as healthcare, finance, and cybersecurity. Employing Neurosymbolic AI, …
Towards Artificial General Intelligence (AGI) β and what is in store for us? (a hype story)
Author(s): Shashwat Gupta Originally published on Towards AI. Recently, there has been much debate about AI outside the tech industry, particularly concerning AI regulations in the US, UK, EU, and the two publicly signed AI safety letters last year: the Future of …
The Critical Nuances of Todayβs AI β and the Frontiers That Will Define Its Future
Author(s): Shashwat Gupta Originally published on Towards AI. The current generation of artificial intelligence has undeniably transformed industries across the globe, from healthcare and finance to transportation and entertainment. Yet, despite these advancements, AI still faces significant limitations β particularly in adaptability, …