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Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 3518 posts
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Mastering the Segment Anything Model: Paper Analysis and Practical Guide from SAM 1 to SAM 2 to SAM 3
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
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
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
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
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
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 #diaryIBK Kick Off
IBK Kick Off
2025-01-20 · 1 min read #diaryExperience is all you need. The best words for our life.
Experience is all you need. The best words for our life
2025-01-19 · 1 min read #diaryExperience Broadens the Scope of Our Thought
Experience broadens the scope of our thought
2025-01-14 · 1 min read #diaryThe Importance of Self-Objectification
The Importance of Self-Objectification
2025-01-13 · 2 min read #diaryGathering with Yonghun and Wedding Invitations
Gathering with Yonghun and Wedding Invitations
2025-01-12 · 1 min read #diaryFirst Trip to Busan
First Trip to Busan
2025-01-03 · 4 min read #diaryLessons from a Dental Visit
Lessons from a Dental Visit
2024-12-30 · 2 min read #diary