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Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 3525 posts
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CUDA Programming Fundamentals: Complete Guide to GPU Parallel Computing ♪ Listenable
Systematically analyze the core concepts of CUDA programming including thread hierarchy, memory model, and kernel development based on NVIDIA official documentation.
2026-03-01 · 24 min read #gpu#cuda#parallel-computing#nvidiaNginx Configuration Complete Guide: 15 Essential Topics from Architecture to Production Optimization ♪ Listenable
From Nginx event-driven architecture and configuration structure to reverse proxy, load balancing, SSL/TLS, caching, rate limiting, security headers, performance tuning, and health checks -- a comprehensive guide to 15 e
2026-03-01 · 33 min read #nginx#reverse-proxy#load-balancing#ssl#tlsThe Complete Guide to Docker & Podman Commands: Container Operations, All on One Page ♪ Listenable
From the architectural differences between Docker and Podman to image management, the container lifecycle, networking, volumes, Docker Compose vs Podman Compose, security (rootless), multi-stage builds, and debugging — a
2026-03-01 · 52 min read #docker#podman#container#devops#kubernetesThe Complete Guide to vLLM & Ollama: LLM Serving Engine Setup, Parameters, and Environment Variables ♪ Listenable
A comprehensive deep dive comparing vLLM PagedAttention architecture and Ollama local LLM runtime environments. Covers everything from installation, server startup, API calls, key CLI arguments, sampling parameters, envi
2026-03-01 · 46 min read #vllm#ollama#model-serving#inference#gpuOpenAI Codex Complete Analysis: From the Birth of AI Code Generation to the Evolution of Cloud Coding Agents ♪ Listenable
A complete analysis of OpenAI Codex covering the history of AI code generation and the evolution toward cloud-based coding agents.
2026-03-01 · 32 min read #codex#openai#code-generation#github-copilot#ai-codingKubernetes AI Training Pipeline: Analyzing Volcano, Training Operator, and Kueue ♪ Listenable
A deep dive into building distributed AI training pipelines on Kubernetes based on the official documentation of Volcano, Kubeflow Training Operator, and Kueue.
2026-03-01 · 21 min read #kubernetes#ai#distributed-training#volcano#kubeflowComplete Guide to GPU Memory Optimization and Mixed Precision Training ♪ Listenable
Analyze GPU memory components based on NVIDIA official documentation and cover memory optimization techniques including Mixed Precision Training and Gradient Checkpointing.
2026-03-01 · 22 min read #gpu#cuda#mixed-precision#optimization#deep-learningMastering the Segment Anything Model: Paper Analysis and Practical Guide from SAM 1 to SAM 2 to SAM 3 ♪ Listenable
A comprehensive deep dive into Meta AI's Segment Anything Model (SAM) series. Covering SAM 1 (image promptable segmentation), SAM 2 (real-time video segmentation), and SAM 3 (concept-aware segmentation) — including archi
2026-03-01 · 21 min read #sam#segment-anything#computer-vision#image-segmentation#video-segmentationResNet Paper In-Depth Analysis: How Residual Connections Broke the Depth Barrier in Deep Learning ♪ Listenable
An in-depth analysis of Microsoft Research ResNet paper. We cover the discovery of the degradation problem, the mathematical principles behind skip connections, bottleneck architecture, and the ImageNet ILSVRC 2015 winni
2026-03-01 · 29 min read #resnet#residual-learning#cnn#computer-vision#image-classificationRAG: Retrieval-Augmented Generation — Paper Analysis and Production Architecture ♪ Listenable
Analyzing the core concepts of the RAG paper and covering chunking strategies, Vector DB selection, and Advanced RAG patterns for designing production-level RAG systems.
2026-03-01 · 21 min read #ai-papers#rag#llm#vector-database#langchainComplete Analysis of the DDPM Paper: The Mathematics and Principles of Diffusion Models that Create Images from Noise ♪ Listenable
An in-depth analysis of the DDPM paper by Ho et al. We derive the Forward/Reverse diffusion process, variational lower bound (ELBO), noise scheduling, and simplified training objective from formulas, and provide a compre
2026-03-01 · 31 min read #ddpm#diffusion-model#generative-model#score-matching#stable-diffusionComplete Analysis of the BERT Paper: How Bidirectional Transformers Changed the Landscape of NLP ♪ Listenable
An in-depth analysis of Google BERT paper. We cover bidirectional pre-training through Masked Language Model (MLM) and Next Sentence Prediction (NSP), fine-tuning strategies, and the core principles of the architecture t
2026-03-01 · 28 min read #bert#nlp#transformer#pre-training#fine-tuningVision Transformer (ViT) Paper In-Depth Analysis: An Image is Worth 16x16 Words ♪ Listenable
An in-depth analysis of Google ViT paper. We cover the innovative approach of converting images into patch sequences, the principles behind Patch Embedding and Position Embedding, the performance vs. data efficiency trad
2026-03-01 · 30 min read #vit#vision-transformer#computer-vision#transformer#image-classificationEvening Japanese Mini Lesson -- Hospital and Medical Care
10 hospital vocabulary words, 5 practical conversation sentences, grammar points for ~のですが and ~てください, plus a mini quiz
2026-02-28 · 3 min read #japanese#hospital#grammar#evening-japaneseLunch English Mini — Job Interviews & Career Moves
Learn 5 essential expressions for job interviews — land a job, nail the interview — with fill-in-the-blank, speaking, translation, and listening exercises
2026-02-28 · 3 min read #english#job-interview#career#lunch-englishJapanese at the Hospital
Essential hospital expressions including 具合が悪い, 熱がある, 予約をお願いします, with fill-in-the-blank, speaking, translation, and listening exercises
2026-02-26 · 4 min read #japanese#hospital#evening-japaneseJapanese OUTPUT Training #Hospital Edition
Hospital consultation conversation -- key expressions like 具合が悪い, 症状, 処方, plus fill-in-the-blank, speaking, translation, and listening exercises
2026-02-26 · 5 min read #japanese#hospital#outputJapanese Output Practice #Hospital Edition
5 essential Japanese expressions used at the hospital, plus fill-in-the-blank, speaking, translation, and listening exercises
2026-02-25 · 5 min read #japanese#hospital#outputJoby Aviation: Solidifying Its Uptrend Amid a Series of Positive Developments
Joby Aviation continues its stock price rally with a series of positive announcements including Saudi investment, technological breakthroughs, and a new executive appointment. Here is a summary of the latest developments
2025-06-16 · 2 min read #joby-aviation#evtol#air-taxi#stock#investmentTable Tennis Trip to Japan (Fukuoka)
Table Tennis Trip to Japan (Fukuoka)
2025-03-20 · 4 min read #diary