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Miguel Mendez personal website. Posts about Machine Learning and Deep Learning.
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Managing Multiple GitHub Accounts with SSH
Learn how to manage multiple GitHub accounts on the same computer using SSH keys and Git configuration. This step-by-step guide covers SSH key setup, Git configuration, and automating repository access, making it easy to switch between work and personal a
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LLM Preference Alignment
This post covers LLM preference alignment, focusing on key techniques like PPO, DPO, and ORPO. Understand how large language models (LLMs) can be aligned with human preferences. Learn about the latest advancements in LLM alignment and how these methods op
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Image Normalization: Comparing CPU vs GPU Performance in PyTorch
A profiling comparison between CPU and GPU performance when normalizing images in PyTorch. There are several factors to consider when optimizing preprocessing pipelines, such as data types, data transfer, and parallel processing capabilities. This posts e
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Httpx vs Aiohttp: Handling High-Concurrency Requests in Async Python
In high-concurrency networking situations, handling a large number of requests can lead to different behaviors between httpx and aiohttp. While httpx may fail under heavy load, switching to aiohttp offers a more reliable solution for managing high traffic
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Understanding Object Tracking Metrics
Explore the essential Object Tracking metrics with this comprehensive guide. We break down and compare key metrics like MOTA, IDF1, and HOTA, while also covering DetA and AssA. Understand how these metrics assess spatial accuracy and temporal consistency
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