Category: AI
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How AI Helped Me Make Smart Decisions About Tire Repair
Recently, I found myself in a common but stressful situation – a nail in my tire. What started as a potentially frustrating experience turned into an interesting lesson in how AI can help with everyday decisions. As someone who relies heavily on their car, I needed to find a solution quickly, but I also wanted…
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Accelerate Pytorch
Use Pytorch to accelerate with GPU or apple silicon with Metal
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Mastering the Gumbel-Softmax Trick: Turning Hard Decisions into Smooth Learning
Introduction Imagine teaching a computer how to choose between different options — like picking the best movie recommendation or deciding which move to make in a game. These choices often boil down to picking one option from several, a process called categorical sampling. However, this kind of decision-making poses a challenge when training machine learning models…
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Interact with Python virtual environment
Using python for mahcine learning projects is totally different from utilizing the language for productivity on daily tasks. Python official website provides the documentations for venv1. This post2 contains a comprehensive guide on how to use the virtual environment. There are lots of tutorials on how to setup, manage and dispose a python virtual environment…
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Ilya’s secret machine learning paper list
This link1 contains Ilya Sutskever’s2 curated machine learning paper list. The following tweets show the original story behind this list. I modified the sequence so that similar ones are grouped together, yet the original index with digit emojis is placed in the beginning of the paper title for your own reference, although I don’t think…
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A Tutorial on scikit-learn
Scikit-learn is one of the most fundamental machine learning tools. You could access its official website here. It may not as fancy as pytorch or tensorflow, but scikit-learn is a good starting point for beginners to learn about machine learning algorithms. In this tutorial, several aspects will be shown, including installation, datasets as well as…