MIKI BLOG

2025-12-19

Backpropagation: How AI Traces the Culprit of Errors (feat. the Chain Rule)

Explore how backpropagation lets AI pinpoint error sources using the chain rule, how PyTorch’s Autograd automates gradient calculation, and how the vanishing gradient problem threatens deep networks—and how modern techniques like ReLU and ResNet address it.

#deep learning #ai #backpropagation #chain rule +2

2025-11-26

Beyond the GGUF Era: A New Horizon in Local AI Research with DGX Spark

This post explores a new horizon in local AI research using DGX Spark beyond the GGUF model. It introduces the latest Flux model, methods for building local environments, performance comparisons, and practical usage cases.

#model #ai #flux #dgx spark +3

2025-11-24

Web Services in the AI Era - Why Staging is Essential? A Must-Read Guide for Beginners and Solo Web Developers

This article explains the importance of staging environments for beginners and solo developers building web services in the AI era. Staging involves testing under conditions identical to the actual production environment to detect bugs in advance and ensure stability before deployment. It provides practical guidance on how to set up a staging environment, select tools, integrate with CI/CD pipelines, and apply real-world examples.

#ai #webdev #staging #beginners

2025-11-21

The Shift from CPU to GPU - Why Does AI Love 'Matrices'?

This post discusses the reasons behind the shift from CPU to GPU for AI models and presents performance improvement cases. It explains how GPU acceleration enhances deep learning performance and the efficiency of matrix-based operations.

#deep learning #gpu #ai #performance +1

2025-11-20

Complete Guide to GGUF Format - The New Standard for Local LLMs

The GGUF format is the new standard for efficiently storing and deploying local LLM models. This guide details the structure, conversion methods, use cases, and advantages of the GGUF format and provides step-by-step instructions for utilizing it in local LLM environments.

#ai #llm #gguf #local llm +1

2025-11-19

The Key to Efficient AI Fine-Tuning - A Comprehensive Guide to LoRA

This blog post summarizes how to efficiently fine-tune using LoRA (Low-Rank Adaptation) in the era of large language models. It highlights the principles, advantages, and practical applications of the PEFT technique.

#ai #lora #fine-tuning #peft

2025-11-05

Understanding Docker Shared Memory (shm_size and ipc) Perfectly

This post explains how to fully understand and apply Docker shared memory (shm_size) and ipc settings to solve the OSError: No space left on device issue encountered in AI and large data workloads.

#docker #ai #shm_size #ipc +1

2025-05-01

Blog Automation Completed with AI: Mikihands' New Writing Innovation

Introducing Mikihands' innovative platform that automates blogging with AI and ChatGPT. Experience the one-click blog completed through conversation today!

#ai #chatgpt #blog automation #productivity tool +3

Posts tagged with "ai"