Transformer
Artificial Intelligence
AlphaQubit: Solving Quantum Computing’s Most Pressing Challenge
Quantum computing has the potential to vary many industries, from cryptography to drug discovery. But scaling these systems is a difficult task. As quantum computers grow, they face more errors and noise that may...
Artificial Intelligence
Increasing Transformer Model Efficiency Through Attention Layer Optimization
How paying “higher” attention can drive ML cost savingsOnce more, Flex Attention offers a substantial performance boost, amounting to 2.19x in eager mode and a pair of.59x in compiled mode.Flex Attention LimitationsAlthough we've got...
Artificial Intelligence
Vision Transformer with BatchNorm
How integrating BatchNorm in a normal Vision transformer architecture results in faster convergence and a more stable networkConsider d=2 — given by the highest row of graphs — ViT and ViTBNFFN are comparably impacted...
Artificial Intelligence
Hugging Face launches open source tool that utilizes AI directly in web browsers
Hugging Face has launched a JavaScript machine learning (ML) library for the online that lets you run 'Transformers' directly within the browser with out a server. This enables developers to efficiently create sophisticated AI...
Artificial Intelligence
SHOW-O: A Single Transformer Uniting Multimodal Understanding and Generation
Significant advancements in large language models (LLMs) have inspired the event of multimodal large language models (MLLMs). Early MLLM efforts, equivalent to LLaVA, MiniGPT-4, and InstructBLIP, show notable multimodal understanding capabilities. To integrate LLMs...
Artificial Intelligence
Vision Mamba: Like a Vision Transformer but Higher
This is an element 4 of my latest multi-part series 🐍 Towards Mamba State Space Models for Images, Videos and Time Series.The field of computer vision has seen incredible advances lately. Considered one of...
Artificial Intelligence
Transformer Impact: Has Machine Translation Been Solved?
Google recently announced their release of 110 latest languages on Google Translate as a part of their 1000 languages initiative launched in 2022. In 2022, at the beginning they added 24 languages. With the...
Artificial Intelligence
What Does the Transformer Architecture Tell Us?
The stellar performance of enormous language models (LLMs) resembling ChatGPT has shocked the world. The breakthrough was made by the invention of the Transformer architecture, which is surprisingly easy and scalable. It continues to...
Recent posts
