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Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 3525 posts
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Open Source Community Digest: Noteworthy Projects of March 2026
A roundup of the most exciting open source projects and community highlights from March 2026.
2026-03-17 · 9 min read #opensource#github#ai-agent#developer-tools#communityNLP & Text Processing Complete Guide: BERT Fine-tuning, RAG Systems, and Multilingual Processing
A comprehensive guide to NLP and text processing covering BPE tokenization, Word2Vec, BERT fine-tuning, RAG pipelines, and Korean morpheme analysis.
2026-03-17 · 15 min read #nlp#bert#embeddings#rag#koreannlpNatural Language Processing Complete Guide: Zero to Hero - From Text Processing to LLMs ♪ Listenable
A comprehensive guide from NLP fundamentals to the latest LLMs. Learn text preprocessing, Word2Vec, RNN/LSTM, Attention, Transformer, BERT, and GPT step by step with practical code examples.
2026-03-17 · 33 min read #nlp#natural-language-processing#transformer#bert#gptPower Electronics & Electric Machinery Guide: From DC-DC Converters to BLDC Motor Control
A comprehensive guide to power electronics and electric machinery for EE students. Covers DC-DC converters (Buck/Boost), inverters, PWM control, transformers, induction motors, and BLDC motor control with Python simulati
2026-03-17 · 15 min read #power-electronics#electric-machinery#dc-dc-converter#inverter#motor-controlMathematical Optimization for Machine Learning: From Adam to Convex Optimization and ZeRO
A comprehensive guide to ML training optimization covering SGD, Adam, AdamW, Lion optimizer, cosine annealing scheduling, Focal Loss, InfoNCE, and ZeRO optimizer.
2026-03-17 · 12 min read #optimization#adamw#learning-rate-scheduling#loss-functions#convex-optimizationMeta-Learning and Few-Shot Learning Complete Guide: MAML, Prototypical Networks, In-Context Learning ♪ Listenable
A complete guide to mastering meta-learning and few-shot learning. From "learning to learn" to MAML, Prototypical Networks, Matching Networks, Reptile, and In-Context Learning in LLMs — with hands-on code.
2026-03-17 · 24 min read #meta-learning#few-shot-learning#maml#prototypical-networks#in-context-learningNetwork Engineering & Security Master Guide: From TCP/IP to Service Mesh and AI Serving Networks
A complete networking guide for AI engineers covering TCP/IP fundamentals, gRPC, Istio service mesh, Zero Trust security, and real-time LLM streaming.
2026-03-17 · 11 min read #networking#grpc#tls#service-mesh#istioLLM Evaluation and Benchmarking Guide: Measuring What Actually Matters ♪ Listenable
A comprehensive guide to LLM evaluation and benchmarking. Covers standard academic benchmarks (MMLU, HELM, MT-Bench), production evaluation pipelines, LLM-as-judge, human evaluation, RAG evaluation, safety testing, and b
2026-03-17 · 18 min read #llm#evaluation#benchmark#mmlu#helmMamba and State Space Models Complete Guide: Beyond Transformers ♪ Listenable
A complete guide to understanding Mamba and State Space Models (SSMs). We deeply analyze S4, H3, and Mamba 1/2 architectures that solve the quadratic complexity problem of Transformers, along with hybrid models like Mamb
2026-03-17 · 20 min read #mamba#state-space-model#ssm#deep-learning#sequence-modelingModel Context Protocol (MCP) Complete Guide: AI Tool Standardization and Claude Integration
A comprehensive guide to Anthropic MCP architecture, building servers with FastMCP Python SDK, Resources/Tools/Prompts primitives, Claude Desktop integration, and agent tool standardization.
2026-03-17 · 11 min read #mcp#modelcontextprotocol#claude#aitools#llmintegrationMathematical Foundations for AI/ML: Complete Guide - Linear Algebra, Calculus, Probability ♪ Listenable
A complete guide to mastering the core mathematics required to understand AI and machine learning. Covers linear algebra (vectors, matrices, eigenvalues), calculus (partial derivatives, chain rule), probability and stati
2026-03-17 · 21 min read #mathematics#linear-algebra#calculus#probability#statisticsLLM Agents & Agentic AI: The Complete Guide — ReAct, Multi-Agent, MCP and Beyond
A comprehensive 2026 guide to Agentic AI covering ReAct framework, Tool Use, multi-agent orchestration, MCP (Model Context Protocol), and computer-use agents.
2026-03-17 · 15 min read #llmagents#multiagent#langgraph#crewai#mcpJLPT N2/N1 AI Study Strategy: Fast-Tracking Japanese Certification for Engineers
A strategy guide for working engineers to efficiently obtain JLPT N2/N1 using AI tools. Covers AI-powered study methods for grammar, vocabulary, reading, and listening, along with a realistic study plan for busy professi
2026-03-17 · 15 min read #japanese#jlpt#n2#n1#language-learningAI-Era Career Guide for Korean Engineers Learning Japanese: Working in Japan IT and Leveraging AI ♪ Listenable
An AI-era career guide for Korean IT engineers learning Japanese. Covers strategies for breaking into the Japanese IT job market, accelerating Japanese language learning with AI tools, and making the most of surging dema
2026-03-17 · 19 min read #career#japanese#ai-era#japan-it#language-learningLLM, Tool Calling & Embedding Benchmarks Deep Dive: What Each Benchmark Actually Measures ♪ Listenable
Complete analysis of major AI benchmarks — MMLU, HellaSwag, HumanEval, BFCL, MTEB, RAGAS and more. Understand exactly what each benchmark measures, score interpretation, limitations, and which benchmarks to use for your
2026-03-17 · 24 min read #llm#benchmarks#mmlu#mteb#bfclMastering 500 Japanese IT Terms with AI: The Technical Japanese You Can Use on the Job Today ♪ Listenable
A curated collection of 500 technical terms and expressions actually used in Japanese IT workplaces. Covers essential Japanese for development, infrastructure, and AI domains, along with concrete strategies for efficient
2026-03-17 · 25 min read #japanese#it-vocabulary#language-learning#ai-tools#japan-careerLLM Application Development Guide: From Prototype to Production ♪ Listenable
A comprehensive guide to building LLM-powered applications from prototype to production. Covers prompt engineering, RAG architecture, tool use, streaming, evaluation, cost optimization, and deployment patterns for real-w
2026-03-17 · 19 min read #llm#application-development#langchain#openai#prompt-engineeringLinear Algebra Complete Guide: Zero to Hero from Vectors to SVD ♪ Listenable
A comprehensive guide to linear algebra from first principles to advanced topics. Covers vectors, matrices, determinants, vector spaces, eigenvalues, and SVD with Python code examples throughout.
2026-03-17 · 23 min read #linear-algebra#math#engineering-math#vectors#matricesEngineering Mathematics 4: Vector Calculus - From Green's Theorem to Stokes' Theorem
A comprehensive guide to vector calculus at the heart of engineering mathematics. Covers gradient, divergence, and curl through to Green's theorem, Gauss's divergence theorem, and Stokes' theorem with Python examples.
2026-03-17 · 15 min read #engineering-math#vector-calculus#green-theorem#stokes-theorem#divergence-theoremKnowledge Distillation Complete Guide: Model Compression and Lightweight Techniques ♪ Listenable
A complete guide to mastering knowledge distillation and model compression. Covers Teacher-Student learning, intermediate-layer distillation, relation-based distillation, structured pruning, weight sharing, and neural ar
2026-03-17 · 22 min read #knowledge-distillation#model-compression#pruning#deep-learning#ai