I am doing my MSc and I've chosen to do a video generation project. I've read some papers on image and video synthesis: VQGAN Stable Diffusion Imagen I also picked 3 video generation papers: Video-LDM Stable Video Diffusion fine-tuned for Multi-View generation (SVD-MV) Text2Video-Zero I also read some survey papers, and those are the models I've...

Hi everyone, Currently, i'm processing a image classification problem about facial emotional classification. I am using 2 extract methods: HOG and Facial Landmark. My idea is using HOG to find the gradient magnitude and oriented of the image and use facial landmark to find face keypoint. I thought i can fuse 2 method to make a better feature. But the...

Hi all, I'm working on variational inference methods, mainly in the context of BNNs. Using the reverse (exclusive) KL as the variational objective is the common approach, though lately I stumbled upon some interesting works that use the forward (inclusive) KL as an objective instead, e.g [1][2][3]. Also in the context of VI for GPs both divergence measures...

https://preview.redd.it/8l04pnfhq62d1.png?width=661&format=png&auto=webp&s=7fe616ca8cd7da974070c86b6b47ffab3ab545e5 https://preview.redd.it/hr7fr1uiq62d1.png?width=688&format=png&auto=webp&s=bd3de359bfe4c1ed82d092be92ae38c246bdfda2 https://preview.redd.it/v6k3v39kq62d1.png?width=450&format=png&auto=webp&s=c0abb0e397a498ef7ccfb35b1b1cb598198f66ad...

Hi, This is a market research post to understand the challenges people face while deploying open-source or custom ML models in production on their own cloud (AWS/Azure/GCP). Options: Deployment complexity (K8S, Knative, Ray, etc) Autoscaling wrt user demand Lack of GPU availability (spot instances, quota limit) Setting up CI/CD submitted by ...

Okay so I have been exploring the world of RAGs and I am thinking of a concept called index of indices. I am working on a large database of a company [Consider a Fortune 2500]. There are multiple functions (100+) across the company which do not really overlap too much - marketing & manufacturing for instance. Now for various teams within the company...