AI Predictive Maintenance for Manufacturing
Sensor-driven predictive maintenance using machine learning to forecast equipment failures, optimize maintenance schedules, and reduce …
Iot
AI Risk Assessment for Insurance
Advanced risk modeling using alternative data, telematics, IoT sensors, and machine learning to improve loss prediction and portfolio …
AI-Powered Digital Twins for Manufacturing
Virtual replicas of manufacturing systems that use AI and real-time data to simulate, predict, and optimize production processes.
AI-Powered Remote Health Monitoring
Continuous patient monitoring using wearable devices, IoT sensors, and AI analytics for early deterioration detection, chronic disease …
Amazon Timestream - Time Series Database
A comprehensive reference for Amazon Timestream: purpose-built time series storage, query patterns, and integration with IoT and operational …
AWS IoT Core - IoT Platform for AI Applications
A comprehensive reference for AWS IoT Core: device connectivity, message routing, rules engine, and integration patterns for IoT-driven AI …
Azure IoT Hub - Managed IoT Device Communication
Azure IoT Hub is a managed service that enables reliable, secure bidirectional communication between IoT devices and cloud-based AI and …
Case Pattern: AI Energy Grid Monitoring for a Utility Company
Architecture and lessons from deploying AI to monitor power grid health, predict outages, and optimize maintenance scheduling across a …
Case Pattern: AI Environmental Monitoring for a Government Agency
Architecture and lessons from deploying AI to monitor environmental conditions, detect violations, and prioritize inspections for a state …
Case Pattern: Predictive Maintenance AI for a Manufacturing Plant
Architecture and lessons from deploying AI-driven predictive maintenance across 200+ machines in a continuous manufacturing operation.
Cloud IoT Core - IoT Device Management (Deprecated)
Google Cloud IoT Core was a managed service for connecting, managing, and ingesting data from IoT devices, deprecated in August 2023.
Eclipse Mosquitto - Lightweight MQTT Broker
Eclipse Mosquitto is an open-source lightweight MQTT message broker for implementing publish/subscribe messaging in IoT and M2M …
Edge AI Deployment Guide
How to deploy AI models on edge devices, covering hardware selection, model optimization, deployment strategies, and managing edge AI at …
Edge Computing
What edge computing is, how it brings computation closer to data sources, and when edge deployment is appropriate for AI workloads.
Edge MLOps
Device-aware CI/CD for edge ML models: model optimization, over-the-air deployment, device fleet management, and monitoring at the edge.
InfluxDB - Purpose-Built Time Series Database
InfluxDB is an open-source time series database designed for high-write-throughput storage and real-time querying of timestamped data from …
TimescaleDB - Time-Series Database on PostgreSQL
TimescaleDB is an open-source time-series database built as a PostgreSQL extension, optimized for fast ingest and complex queries on …
AI Predictive Maintenance for Energy Infrastructure
Sensor data analysis, failure prediction, maintenance scheduling, and cost optimization for energy infrastructure operators.