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Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 3525 posts
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Embedded Systems & IoT Complete Guide: From MCU to Edge AI
A comprehensive guide to embedded systems and IoT. Covers MCU programming, RTOS, communication protocols (I2C/SPI/UART/CAN), Raspberry Pi, ESP32, and Edge AI (TFLite/ONNX) with real code examples.
2026-03-17 · 16 min read #embedded-systems#iot#microcontroller#rtos#arduinoCompiler & Interpreter Design: From Parsers to LLVM and AI Compilers (TVM/XLA)
A comprehensive guide from lexical analysis and ASTs to LLVM IR, then all the way to AI-specific compilers like TVM and XLA. Master how torch.compile() works internally and how kernel fusion drives performance.
2026-03-17 · 15 min read #compiler#llvm#tvm#xla#mlcompilerPrompt Engineering Complete Guide: CoT, DSPy, Structured Output, and Prompt Security ♪ Listenable
A complete 2026 guide to prompt engineering — from Zero-shot and Chain-of-Thought to Tree-of-Thought, DSPy automatic optimization, Pydantic structured output, and prompt injection defense.
2026-03-17 · 25 min read #promptengineering#chainofthought#dspy#llm#structuredoutputAI Governance & Responsible AI: EU AI Act, XAI, Bias Detection, and AI Safety Techniques
A practical guide to responsible AI development covering EU AI Act risk classification, SHAP/LIME explainability, AIF360 bias detection, and differential privacy.
2026-03-17 · 15 min read #aigovernance#euaiact#explainableai#aifairness#differentialprivacyComputer Vision Complete Guide: CNN, ViT, YOLO, and Stable Diffusion
A comprehensive guide to computer vision covering CNN architectures (ResNet, EfficientNet), YOLO object detection, SAM segmentation, Vision Transformers (ViT, DINOv2), Stable Diffusion generative models, and production d
2026-03-17 · 14 min read #computer-vision#cnn#yolo#vit#stable-diffusionData-Centric AI Complete Guide: Maximizing AI Performance with High-Quality Data ♪ Listenable
A complete guide to mastering Data-Centric AI. Learn data quality measurement, label refinement, data augmentation, synthetic data generation, Cleanlab, active learning, and the data flywheel, all with hands-on code exam
2026-03-17 · 20 min read #data-centric-ai#data-quality#data-labeling#synthetic-data#aiAI Ethics, Safety, and Alignment Complete Guide: Responsible AI Development ♪ Listenable
A complete guide to understanding AI ethics, safety, and alignment. Covers hallucination, bias, privacy, RLHF, Constitutional AI, and the frontiers of AI safety research — everything an AI developer must know.
2026-03-17 · 22 min read #ai-ethics#ai-safety#alignment#responsible-ai#llmAI Era Survival Guide Part 7: A Special Guide for Junior Developers - Growing Alongside AI
A survival guide for developers just starting their careers in an era overflowing with AI coding tools. Covers how to build foundational developer skills in the GitHub Copilot era, how to use AI as a learning accelerator
2026-03-17 · 15 min read #career#junior-developer#ai-era#growth#learningAI Era Survival Guide Part 2: Transitioning from Developer to LLM Engineer / AI Engineer
A realistic guide to transitioning into the most sought-after roles of the AI era: LLM engineer and AI engineer. An 18-month roadmap for backend and full-stack developers to grow into specialists in prompt engineering, R
2026-03-17 · 16 min read #career#llm-engineer#ai-engineer#career-transition#ai-eraCloud Computing for AI Engineers: Build AI Services with AWS/GCP/Azure
A comprehensive cloud computing guide for AI engineers. Train, deploy, and monitor models using AWS SageMaker, GCP Vertex AI, and Azure ML. Compare cloud AI platforms with hands-on examples.
2026-03-17 · 11 min read #cloud-computing#aws#gcp#azure#sagemakerDatabase Engineering Complete Guide: From SQL to Vector DBs and AI RAG Systems ♪ Listenable
A comprehensive database engineering guide for the AI era — covering advanced SQL, pgvector similarity search, Pinecone, Redis caching, distributed systems theory, and building RAG pipelines with LangChain.
2026-03-17 · 18 min read #database#postgresql#vector-database#pgvector#ragAI Education & E-Learning Revolution: From AI Tutors to Adaptive Learning and Auto-Grading
A deep technical dive into LLM-powered AI tutors, Deep Knowledge Tracing (DKT), adaptive learning systems, automatic code grading, and the ethics of AI in education.
2026-03-17 · 15 min read #aieducation#adaptivelearning#aitutor#knowledgetracing#elearningDeveloper Mental Health in the AI Era: How to Keep Growing Without Burning Out
A developer mental health guide for sustaining growth without burnout in the fast-changing tech landscape of the AI era. Learn how to overcome the endless pressure to learn, anxiety about AI replacement, and professional
2026-03-17 · 16 min read #career#mental-health#developer#ai-era#growthAI Finance & Quant Trading: FinBERT, Reinforcement Learning, and Backtesting
A complete guide to AI financial engineering: financial data processing, XGBoost alpha factors, FinBERT sentiment analysis, FinRL reinforcement learning trading, Vectorbt backtesting, and VaR risk management.
2026-03-17 · 11 min read #aifinance#quanttrading#finbert#reinforcementlearningtrading#backtestingAdversarial Machine Learning Guide: Complete Guide to Attacks and Defenses ♪ Listenable
A complete guide to mastering adversarial machine learning. Learn FGSM, PGD, C&W attacks, data poisoning, model extraction, backdoor attacks, and defense techniques including Adversarial Training and Certified Defenses,
2026-03-17 · 21 min read #adversarial-ml#ai-security#deep-learning#robustness#aiAutoML Complete Guide: Automated ML Pipelines with AutoGluon, FLAML, and Optuna ♪ Listenable
A complete guide to mastering AutoML. Learn hyperparameter optimization (Optuna, Ray Tune), AutoGluon, FLAML, H2O AutoML, neural architecture search (NAS), and how AutoML is transforming data science — all with hands-on
2026-03-17 · 17 min read #automl#autogluon#optuna#hyperparameter-optimization#neural-architecture-searchAI Era Survival Guide Part 1: From Developer to DevOps/Platform Engineer — Roadmap and Realistic Strategy ♪ Listenable
A realistic career transition guide for developers afraid of being replaced by AI. Concrete roadmaps and learning strategies for transitioning to DevOps, platform engineering, and SRE in an era where coding work is incre
2026-03-17 · 18 min read #career#devops#ai-era#career-transition#platform-engineeringAI for Healthcare & Finance: From Medical Imaging to Algorithmic Trading
A comprehensive guide to AI applications in healthcare and finance. Covers medical imaging analysis, diagnostic AI, drug discovery, stock prediction, fraud detection, and algorithmic trading with real code examples.
2026-03-17 · 14 min read #ai-healthcare#medical-imaging#ai-finance#algorithmic-trading#drug-discoveryAI Manufacturing & Industry 4.0: Predictive Maintenance, Digital Twins, and Quality Inspection AI
A complete smart factory AI guide covering IIoT sensor data anomaly detection, MVTec AD defect detection, NVIDIA Omniverse digital twins, supply chain optimization, and Jetson edge AI.
2026-03-17 · 12 min read #aimanufacturing#industry4-0#predictivemaintenance#digitaltwin#qualityinspectionaiLarge-Scale Model Training Complete Guide: Strategies for Pre-training 100B+ Parameter LLMs ♪ Listenable
A complete practical guide to training hundred-billion parameter LLMs. Covers scaling laws (Chinchilla), Megatron-LM, 3D parallelism, checkpointing strategies, training stability, and data mixing with hands-on examples.
2026-03-17 · 21 min read #large-scale-training#llm#megatron-lm#distributed-training#scaling-laws