A hybrid approach to AI is powering Amazon’s Rufus shopping assistant and cutting-edge warehouse robots.

Dr. James McCaffrey from Microsoft Research presents a complete end-to-end demonstration of the linear support vector regression (linear SVR) technique, where the goal is to predict a single numeric ...

Learn how convolution filters work, focusing on the advantages of windowed sinc filters over moving-average filters.

A moving-average filter can address white noise in the time domain but performs poorly in the frequency domain. Figure 1. The convolution engine calculates y(tn) for n=6 (a) and then goes on to ...

This project involves performing a valid convolution on a 300x300 image using a 5x5 kernel (stride 1) with multithreading. The goal is to efficiently apply the convolution filter using multiple ...

We propose a computing method for linear convolution between sequences using discrete cosine transform (DCT). Zero padding is considered as well as linear convolution using discrete Fourier transform ...

Overall, using the linear dimensionality reduction method on scRNA-seq requires adequate features to obtain valid results. In addition, nPCA, under the same conditions, provides better projection ...

Microsoft researchers propose a groundbreaking solution to these challenges in their recent “Neural Graphical Models” paper presented at the 17th European Conference on Symbolic and Quantitative ...

To address these issues and enhance the reconstruction of large-scale information in the model, we propose a novel approach called source-independent elastic envelope inversion, employing the ...