Jetson Tutorial Library — 20 Hands-On AI Projects

šŸŽ“ Jetson Kit Tutorial Library

20 hands-on AI projects — pre-loaded on your 256GB NVMe drive. Boot up and run your first project in under 30 minutes. No internet required.

šŸ’¾ Pre-installed on device šŸ“” Works offline šŸ Python + step-by-step guide šŸ”° Beginner friendly šŸ­ Production ready

šŸ“¦ What you need before starting

  • Your HemiHex Jetson Kit powered on — all software is pre-installed on the 256GB drive
  • A USB or CSI camera connected (included in the kit)
  • A monitor or SSH connection to see the output
  • Basic Python knowledge is helpful but not required for the first 5 tutorials
  • Internet is never required — all models, datasets and code are already on the device

Beginner tutorials — start here

Build real-world AI systems

Tutorial 02  Intermediate
Custom Defect Detection Model
Collect your own dataset, annotate it, train a custom YOLOv8 model, and deploy it on Jetson. Replace expensive commercial vision systems.
Label StudioColabCustom Model
Start tutorial →
Tutorial 04  Intermediate
AI Plant Health Monitor
Classify plant health states and automatically control lights, water, and nutrients via GPIO relays. Full grow room automation.
GPIOI²C SensorsInfluxDB
Start tutorial →
Tutorial 08  Intermediate
Traffic Analytics & Vehicle Counting
Count and classify vehicles crossing a virtual line. Generate flow heatmaps and export hourly CSV reports automatically.
ByteTrackHeatmapAnalytics
Start tutorial →
Tutorial 12  Intermediate
PPE Compliance Detection
Detect hard hats, safety vests, and gloves in real time. Alert supervisors instantly when PPE violations occur on the factory floor.
SafetyFactoryAlerts
Start tutorial →
Tutorial 09  Intermediate
Robot Vision & Obstacle Avoidance
Give a robot real-time visual awareness. Detect obstacles, estimate distance, and send ROS 2 avoidance commands — all on-device.
ROS 2RoboticsDistance
Start tutorial →
Tutorial 17  Intermediate
MQTT Factory Integration
Connect Jetson AI to your factory systems. Publish detection events to Mosquitto, subscribe from dashboards, PLCs, and mobile apps.
MQTTNode-REDIndustry 4.0
Start tutorial →
Tutorial 18  Intermediate
Grafana AI Monitoring Dashboard
Visualise detections, FPS, GPU temp, and system health in real-time Grafana charts. InfluxDB + Grafana stack runs locally on the Jetson.
GrafanaInfluxDBMonitoring
Start tutorial →

Master-level projects

Tutorial 05  Advanced
Sports AI Live Streaming to YouTube
Track players and ball, classify shots, overlay a live scoreboard, and stream the annotated match to YouTube via RTMP — all from one Jetson.
GStreamerRTMPKalman Filter
Start tutorial →
Tutorial 06  Advanced
Airplane Tracker with ADS-B
Spot aircraft overhead with a camera, lock on, photograph them, and identify the flight using a $20 ADS-B USB dongle + dump1090.
ADS-Bdump1090Sky
Start tutorial →
Tutorial 07  Advanced
Automated Moon & Sky Imaging
Score 500 frames for sharpness overnight, discard the blurry ones, and stack the best into a stunning moon photo — fully automated.
AstronomyImage StackingLaplacian
Start tutorial →
Tutorial 15  Advanced
TensorRT Export for Any PyTorch Model
Convert any custom PyTorch model to a TensorRT engine and get 4–5Ɨ speedup. ONNX → TensorRT pipeline with FP16/INT8 calibration.
TensorRTONNXOptimisation
Start tutorial →
Tutorial 16  Advanced
DeepStream 4-Camera Pipeline
Run AI on 4 cameras simultaneously at 30+ FPS each — one Jetson, one inference engine, hardware-accelerated decoding via DeepStream SDK.
DeepStreamGStreamerMulti-Camera
Start tutorial →
Tutorial 19  Advanced
Satellite & Meteor Detection
Run an all-night sky watch. Detect, classify, photograph every satellite and meteor, log a timestamped catalogue, and get email notifications.
Hough TransformNight SkyAstronomy
Start tutorial →
Tutorial 20  Advanced
Complete Custom Model Training Guide
The full pipeline: collect → annotate → train on Colab → evaluate mAP → export TensorRT → deploy on Jetson. Master every step.
End-to-EndmAPProduction
Start tutorial →

Don’t have the kit yet?

All 20 tutorials are pre-loaded on the 256GB NVMe drive that ships with every HemiHex Jetson Kit. Boot up and your first project is already waiting.

Get the Jetson Kit — $595 Talk to an Engineer →
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