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Our dedication to advancing the field of Artificial Intelligence is at the core of the engaging and educational content we produce and share across various platforms. We invite you to explore our rich array of AI-related materials, each designed to deepen your understanding and spark your curiosity in this dynamic field.

Transformer-based Dog Behavior Classification with Motion Sensors

This work deals with classifying dog behavior using motion sensors, leveraging a transformer-based Deep Neural Network (DNN) model. Through experimentation and optimization, our model demonstrates superior performance with an impressive accuracy rate of 98.5%, outperforming time-series DNN models. The model’s efficiency is further highlighted by its reduced computational complexity, lower latency, and smaller size, making it well-suited for real-time deployment. Preprint, IEEE

Medium

 

Attention Mechanism: A Step-by-Step Example: 

The Transformer model is powered by a crucial technology called the attention mechanism. This innovation is key to overcoming the obstacles posed by learning relationships over long distances within tasks that involve transforming sequences. By significantly shortening the gap between any two points in the sequences being input and output, the attention mechanism transforms how these tasks are approached. Medium post

Intro to Transformers

Explore one of the most groundbreaking models in AI: ‘Attention is All You Need’ by Ashish Vaswani et al., published in 2017. This seminal paper laid the foundation for incredible tools like ChatGPT and revolutionized the field of machine learning.

PeDistNet

PeDistNet: Revolutionizing Distance Estimation for Pedestrian using Smartphone: A Deep Dive into Advanced LSTM and Convolutional Model Architecture with SOTA performance. Walking while smartphone in the pocket for 493 meters with only 0.06% error. Medium post

 

Intro to Transfer Learning

Transfer learning is the process of using skills and knowledge, that have been learned in one situation to solve a different, related problem. Medium post

AI for Cybersecurity | Voice Synthesis

AI-based voice synthesis technologies and their increasing influence on cybersecurity practices. Medium post

Real-time popularity of LLM

ChatGPT is the most popular LLM, compared to Bard, Copilot, Bing AI, and Claude.

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