Category: AI/Machine Learning

Questions: Regarding the CLIP Guidance for diffusion image generation description below: https://huggingface.co/learn/diffusion-course/unit2/2 “we’ll make a modified version of the sampling loop where, at each step, we do the following: Create…

https://www.furygpu.com/blog/hello   https://eater.net/8bit https://digilent.com/shop/arty-z7-zynq-7000-soc-development-board/   https://www.amd.com/en/products/system-on-modules/kria.html  

Docker image: https://hub.docker.com/r/siutin/stable-diffusion-webui-docker docker pull siutin/stable-diffusion-webui-docker:latest-cpu   https://github.com/siutin/stable-diffusion-webui-docker Run it: docker run -it –name sdw –network host -v $(pwd)/models:/app/stable-diffusion-webui/models -v $(pwd)/outputs:/app/stable-diffusion-webui/outputs –rm siutin/stable-diffusion-webui-docker:latest-cpu bash webui.sh –skip-torch-cuda-test –no-half –use-cpu all –share…

(1) use container https://github.com/abetlen/llama-cpp-python/pkgs/container/llama-cpp-python (2) mount k8s storage as /models export MODEL point to the right llama-model.gguf (3) expose 8000 to loadbalancer to outside (4) browse to ip:8000/docs for API…

Ollama is a front-end written in go, and wrap-up the back-end of llama.cpp Here is the steps for setup ollama in k8s cluster (1) write a k8s yaml file, where…

HW Purpose: Add old laptop  to existing k8s HW: Add Laptop with only Wifi ( no ethernet port) Software debian 12 (1) k8s apt-get install bridge-utils apt-get install nfs-common sudo…

ML course from Google https://developers.google.com/machine-learning   Probabilistic Machine Learning: An Introduction https://probml.github.io/pml-book/book1.html Probabilistic Machine Learning: Advanced Topics https://probml.github.io/pml-book/book2.html

https://developers.google.com/machine-learning/testing-debugging/metrics/interpretic A very useful guide

Basic knowledge https://developers.google.com/machine-learning/crash-course/embeddings/video-lecture A good one : explain embedding and recommendation system Type Definition Example content-based filtering Uses similarity between items to recommend items similar to what the user likes. If user…

Handling imbalanced datasets is a common challenge in machine learning, especially for classification tasks where the number of examples in different classes varies significantly. Imbalanced datasets can lead to biased…