Tag: #2026-03
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 765 posts
Building an ML Model Serving Pipeline with BentoML: From Packaging to Kubernetes Deployment
A hands-on guide to ML model serving with BentoML. Covers model packaging, API implementation, multi-model pipelines, Docker builds, and Kubernetes deployment.
2026-03-03 · 6 min read #ai-platform#bentoml#model-serving#mlops#kubernetesBuilding Scalable LLM Serving Pipelines with Ray Serve
From core concepts of ML/LLM model serving with Ray Serve to multi-model pipelines, autoscaling, batch inference, and production deployment — all with code examples.
2026-03-03 · 6 min read #ai-platform#ray-serve#model-serving#llm#mlopsElectronics for Developers — From Arduino to AI Robotics
A guide for software developers expanding into the hardware world. From Arduino basics to sensor control, ESP32 IoT, and AI + hardware fusion projects. If you can write code, electronics is easier than you think.
2026-03-03 · 7 min read #ai#arduino#electronics#embedded#iotRWKV: Reinventing RNNs for the Transformer Era — From v4 to v7 Goose
Analyzing the RWKV architecture that overcomes the O(N²) limitation of Transformers. We explore the fusion of Linear Attention and RNNs, selective state space mechanisms, and the innovations in v7 Goose — all with code e
2026-03-03 · 9 min read #ai-papers#rwkv#rnn#linear-attention#state-space-modelRWKV-7 "Goose" Architecture Analysis — A Linear-Time Model Surpassing Transformers
A paper-based analysis of RWKV-7 Goose Dynamic State Evolution mechanism, TC0 barrier breakthrough, and performance comparison against Transformers. A next-generation architecture enabling constant memory + linear time i
2026-03-03 · 9 min read #ai-papers#rwkv#linear-attention#sequence-modeling#2026-03Mixture of Experts (MoE) Architecture: A Complete Analysis
A complete analysis of MoE architectures, from the principles of Sparse MoE to the MoE implementations in Mixtral and DeepSeek-V3, routing strategies, and load balancing.
2026-03-03 · 6 min read #ai-papers#moe#mixtral#deepseek#2026-03Diffusion Transformer (DiT) Architecture Analysis: The Shift from U-Net to Transformer
An analysis of the Scalable Diffusion Models with Transformers (DiT) paper. We cover the motivations behind transitioning from U-Net backbones to Transformers, adaLN-Zero conditioning, scaling laws, and the downstream im
2026-03-03 · 10 min read #ai-papers#diffusion-transformer#dit#generative-ai#image-generationThe Complete MLflow Guide: From Experiment Tracking to Model Registry and Production Deployment
A hands-on walkthrough of the entire ML experiment management workflow with MLflow. Covers recording experiments with Tracking, version management with Model Registry, and production deployment.
2026-03-03 · 15 min read #ai-platform#mlflow#experiment-tracking#model-registry#mlopsKubeflow Pipelines v2 Practical Guide — Building ML Pipelines with KFP SDK
A practical guide to building ML pipelines with the KFP SDK in Kubeflow Pipelines v2. Covers component definitions, pipeline authoring, artifact management, and Kubernetes deployment with a code-first approach.
2026-03-03 · 20 min read #ai-platform#kubeflow#kfp#mlops#pipelineNeMo Guardrails Complete Guide: Building Programmable Safety Controls for LLM Applications
A hands-on guide to building programmable safety controls for LLM-based applications using NVIDIA NeMo Guardrails, covering input/output moderation, topic control, and hallucination detection.
2026-03-03 · 23 min read #ai-papers#nemo-guardrails#llm-safety#nvidia#guardrailsComplete Guide to 3D Printer Modeling — From Fusion 360 to Slicer to Print
Everything about 3D printing — Fusion 360 modeling, OpenSCAD parametric design, slicer settings (Cura/PrusaSlicer), FDM vs SLA comparison, and practical printing tips.
2026-03-02 · 8 min read #ai#3d-printing#fusion-360#cad#modelingSeeed Studio XIAO nRF52840 Complete Guide — BLE IoT Projects in Practice
This post is the BLE and low-power edge-device track in the embedded hands-on series. It focuses on building sensor nodes, wearables, and TinyML experiments with Seeed Studio XIAO nRF52840, while pointing readers to the
2026-03-02 · 5 min read #ai#xiao#nrf52840#ble#iotComplete Guide to Building a Drone & Control System with Arduino + Raspberry Pi
This post is the hub article in the embedded hands-on series. It covers the full control-system picture around an Arduino + Raspberry Pi drone build, from PID control and sensor fusion to autonomy, and points readers to
2026-03-02 · 9 min read #ai#arduino#raspberry-pi#drone#pid-controlThe Complete torchaudio Guide — From Audio Processing to Speech Recognition, TTS, and Music Analysis
From audio loading and spectrogram transforms to Mel filter banks, MFCC, speech recognition (Wav2Vec2/Whisper), TTS, speaker diarization, and noise reduction — everything about audio AI with PyTorch.
2026-03-02 · 9 min read #ai-platform#pytorch#torchaudio#audio#speech-recognitionThe Complete torchvision Guide — From Image Classification to Object Detection and Segmentation
From torchvision transforms v2 and pretrained models (ResNet to ViT) to datasets, Object Detection (Faster R-CNN, YOLO), Segmentation, and hands-on fine-tuning — master computer vision in practice with PyTorch.
2026-03-02 · 8 min read #ai-platform#pytorch#torchvision#computer-vision#cnnN+1 Problem Deep Dive — The Silent Performance Killer in ORMs
What the N+1 problem is, why it is dangerous, how to find it, and how to fix it. A complete guide with practical code covering solutions across all ORMs including Django, SQLAlchemy, JPA/Hibernate, Prisma, and ActiveReco
2026-03-02 · 10 min read #database#n-plus-1#orm#django#sqlalchemySQL Practical Cheatsheet — Complete Reference for Everyday Commands
From SELECT, UPDATE, INSERT, DELETE to subqueries, window functions, CTEs, index strategies, and execution plan analysis. All the SQL patterns you use daily in one place. Copy and use right away.
2026-03-02 · 36 min read #database#sql#mysql#postgresql#selectAWS Golden Jacket Complete Guide — 12 Certification Strategy and Study Plan
A complete roadmap for all 12 AWS certifications needed for the Golden Jacket. Covers recommended order, exam difficulty, key services, passing strategies, and practical AWS knowledge that matters in the real world.
2026-03-02 · 8 min read #architecture#aws#certification#golden-jacket#cloudThe Complete Security Guide for Developers — From Encryption to Zero Trust
Symmetric and asymmetric encryption, hashing, TLS handshake, OWASP Top 10, SQL Injection, XSS, CSRF, and Zero Trust architecture. A comprehensive summary of security concepts every developer must know, complete with code
2026-03-02 · 29 min read #architecture#security#encryption#zero-trust#owaspSavings, Deposits, and Investment Complete Comparison -- Where Should You Put Your Money?
Deposits vs savings vs stocks vs ETFs vs bonds vs real estate -- a complete comparison of each financial product by return, risk, tax, and liquidity from a developer perspective. Including ISA, IRP, and pension savings t
2026-03-02 · 9 min read #finance#savings#investment#deposit#etf