Teaching AI Projects

Explore industry-inspired AI projects for classroom learning, hackathons and workshops.

Intermediate Agriculture and Climate AI
61. Weed Detection in Field Images

Detect weed patches to support targeted spraying.

Intermediate Agriculture and Climate AI
62. Fruit Counting for Farm Inventory

Count visible fruits and estimate harvest quantity.

Intermediate Agriculture and Climate AI
63. Soil Moisture Advisory Simulator

Recommend irrigation timing from soil and weather telemetry.

Capstone Agriculture and Climate AI
64. Farm Advisory RAG Assistant

Answer farmer questions from crop manuals and local advisory documents.

Capstone Agriculture and Climate AI
65. Drone Crop Health Mapper

Create a crop health map from drone or satellite-like image tiles.

Foundation Cybersecurity and Trust AI
66. Spam and Phishing Message Detector

Detect spam or phishing-style messages and explain suspicious patterns.

Foundation Cybersecurity and Trust AI
67. Malicious URL Classifier

Classify URLs as benign or suspicious using lexical features.

Intermediate Cybersecurity and Trust AI
68. Network Intrusion Detection Dashboard

Classify network flows and visualize likely attack categories.

Intermediate Cybersecurity and Trust AI
69. Log Anomaly Detector

Detect unusual server log events and create incident candidates.

Intermediate Cybersecurity and Trust AI
70. Malware Static Feature Classifier

Classify malware families using safe static feature tables.

Capstone Cybersecurity and Trust AI
71. SOC Incident Summary Assistant

Summarize security alerts and recommend human-verifiable next steps.

Capstone Cybersecurity and Trust AI
72. Ad Click Fraud Detection

Detect suspicious advertising click patterns.