AI and Machine Learning
Articles related to the integration of machine learning and computer vision in IoT projects could go here. This would include tutorials on frameworks like OpenMV, Open...
AI and Machine Learning articles · Page 2
Home Assistant Voice: Local, Cloud, or Hybrid?
Home Assistant Voice should not be framed as simply local versus cloud. Wake word, speech-to-text, intent handling, text-to-speech, and device execution each have diff...
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Dify Workflow Template Patterns for Smart Home and IoT Automation
Dify Workflow is useful for reusable smart home and IoT automation templates, but it should not replace the device control plane. This guide covers event summaries, al...
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Why TinyML on ESP32-S3 Bottlenecks on Memory, Quantization, and Real-Time Inference
ESP32-S3 can run TinyML, but production success depends less on AI instructions alone and more on SRAM, tensor arena sizing, INT8 quantization, operator support, PSRAM...
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The Hard Part of Multimodal Edge Systems Is Latency, Sync, and Operations
In multimodal edge systems, the hardest part is rarely whether a model can run. It is whether voice, video, and event streams stay aligned, low-latency, diagnosable, a...
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ESP32-S3 Edge AI in Practice: Deep Optimization of TensorFlow Lite Micro Inference Performance
Deep dive into ESP32-S3 TinyML optimization, covering TFLM setup, INT8 quantization, memory tuning, PSRAM trade-offs, and real-world performance limits.
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ESP32 Chip Series: Best Use Cases and Model Comparison 2026
Struggling with ESP32 chip series comparison? This clear 2026 guide maps versions to real IoT and edge AI use—save power, avoid feature bloat.
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AI Inventory Management and Auditing: Smarter Retail Starts with Automation and Real-Time Visibility
AI inventory management for retail. Boost demand forecasting, shelf tracking, and real-time visibility with automation.
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Migrating MediaPipe Gesture Recognition to RKNN: From .task to RK3566 Deployment
A step-by-step guide to convert MediaPipe Gesture Recognition models to RKNN and running real-time inference on RK3566 NPU, with code and troubleshooting tips.
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Tuya AI Integration: Practical Ways to Build Intelligent IoT Workflows
Learn how Tuya AI integration works using Cloud API, App SDK, and event-driven automation. A practical guide for building reliable AI-driven workflows.
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n8n Tuya Integration Guide: How to Connect Tuya Smart Devices with n8n for Home Automation
Learn n8n Tuya integration using Tuya Cloud API. Step-by-step guide to automate your smart home devices with n8n workflows and AI automation.
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RTSP vs WebRTC: Choosing the Best Protocol for AI Video Recognition in IoT Systems
RTSP vs WebRTC for AI video recognition in IoT systems. Learn their key differences, latency, and best use cases in edge AI and real-time visualization.
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Object Recognition Camera for AI Inventory Management: How ZedWMS’s AI Warehouse Management System Automates Operations
AI warehouse management system with object recognition camera. Automate inventory tracking, achieve 99% accuracy, reduce labor 40%. Real case studies inside.
Read articleEvaluating a AI and Machine Learning project?
Share the device, data flow, network condition, target users, and business system boundaries. We can help you decide what to build first.