DeepSeek ’s latest moves have sent ripples through the AI community. Not only has it marked the beginning of a new era in artificial intelligence, but it has also made significant contributions to the open-source AI landscape. Their engineering techniques behind DeepSeek are truly impressive, and their reports are quite enjoyable. However, understanding their core ideas can be challenging and demands a substantial amount of effort. At the forefront of this innovation is DeepSeek-R1, a model that built upon the foundation established by preceding projects such as DeepSeek Coder, Math, MoE, and notably, the DeepSeek-V3 model.

Introduction When it comes to writing clean, maintainable, and scalable Python code, design matters. As your projects grow, you’ll often find yourself needing to enforce structure, ensure consistency, and promote reusability. This is where Python’s Abstract Base Classes (ABCs) and Protocols come into play—two powerful features that help you design better software. Abstract classes act as blueprints for other classes, allowing you to define methods that must be implemented by any subclass.

Setting Up DL Experiment Environments A Challenge for Arch Linux Users If you’ve ever tried to set up a new experiment environment for deep learning on Arch Linux, you’re probably familiar with the challenges involved. Arch Linux, renowned for its rolling-release model and cutting-edge updates, provides unparalleled flexibility and control over your system. However, this same flexibility can often lead to headaches when setting up complex environments for machine learning or deep learning experiments.

For the past few months, I’ve been working on an exciting internal project at my company: taking users’ documents and running them through LLM APIs to translate and summarize their content, somewhat similar to DeepL . The output is a collection of translated documents, each overlaid with the newly translated text. Our goal is to provide a stable service that can handle large files efficiently for thousands of employees at Samsung—no small task!

I recently bought a mini PC because I wanted a lightweight machine that I can easily carry anywhere. Arch Linux’s minimalistic, rolling-release approach aligns perfectly with my love for a Vim-based workflow and a highly customizable setup. While the process can seem intimidating at first, it’s an incredibly rewarding experience that offers complete control over your system. Installing Arch Linux (UEFI or BIOS) Arch Linux is well-known for giving users full control over their system.

Introduction to Asymmetric Kernels Recall that the dual form of LS-SVM is given by \begin{align*} \begin{bmatrix} 0 & y^T \\ y & \Omega + \frac{1}{\gamma} I \end{bmatrix} \begin{bmatrix} b \\ \alpha \end{bmatrix} = \begin{bmatrix} 0 \\ e \end{bmatrix} \end{align*} An interesting point here is that using an asymmetric kernel in LS-SVM will not reduce to its symmetrization and asymmetric information can be learned. Then we can develop asymmetric kernels in the LS-SVM framework in a straightforward way.