š Jetson Kit Tutorial Library
20 hands-on AI projects ā pre-loaded on your 256GB NVMe drive. Boot up and run your first project in under 30 minutes. No internet required.
š¾ Pre-installed on device
š” Works offline
š Python + step-by-step guide
š° Beginner friendly
š Production ready
š¦ What you need before starting
- Your HemiHex Jetson Kit powered on ā 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 ā all models, datasets and code are already on the device
Beginner tutorials ā start here
Tutorial 01 Beginner
YOLOv8 Real-Time Object Detection
Run a live camera feed through YOLOv8 and detect 80 everyday objects at 55+ FPS. The perfect first project ā up and running in 30 minutes.
Start tutorial ā
Tutorial 03 Beginner
Pose Estimation ā Body Keypoints
Detect 17 body keypoints per person at 40+ FPS. Calculate joint angles, classify postures, and build fall detection ā all in real time.
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Tutorial 10 Beginner
Barcode, QR Code & OCR Reading
Read barcodes, QR codes, and printed text from a live camera feed. Build an inventory scanner or production part verifier in an afternoon.
Start tutorial ā
Tutorial 11 Beginner
People Counting & Crowd Analytics
Count people entering and leaving a space. Track occupancy, generate dwell-time reports, and send alerts when capacity is reached.
Start tutorial ā
Tutorial 13 Beginner
Face Blur Privacy Pipeline
Automatically blur all faces in a live video stream. Gaussian, pixelate, or blackout methods. GDPR compliant, fully offline.
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Tutorial 14 Beginner
YOLO11 vs YOLOv8 Benchmark
Run a head-to-head speed and accuracy comparison on your own Jetson hardware. Learn which model suits your application best.
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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.
Start tutorial ā
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.
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Tutorial 08 Intermediate
Traffic Analytics & Vehicle Counting
Count and classify vehicles crossing a virtual line. Generate flow heatmaps and export hourly CSV reports automatically.
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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.
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Tutorial 09 Intermediate
Robot Vision & Obstacle Avoidance
Give a robot real-time visual awareness. Detect obstacles, estimate distance, and send ROS 2 avoidance commands ā all on-device.
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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.
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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.
Start tutorial ā
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 ā all from one Jetson.
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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.
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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 ā fully automated.
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Tutorial 15 Advanced
TensorRT Export for Any PyTorch Model
Convert any custom PyTorch model to a TensorRT engine and get 4ā5Ć speedup. ONNX ā TensorRT pipeline with FP16/INT8 calibration.
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Tutorial 16 Advanced
DeepStream 4-Camera Pipeline
Run AI on 4 cameras simultaneously at 30+ FPS each ā one Jetson, one inference engine, hardware-accelerated decoding via DeepStream SDK.
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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.
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Tutorial 20 Advanced
Complete Custom Model Training Guide
The full pipeline: collect ā annotate ā train on Colab ā evaluate mAP ā export TensorRT ā deploy on Jetson. Master every step.
Start tutorial ā
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 ā $595 Talk to an Engineer ā