{"data":{"id":"1b176317-cf59-49f5-8789-4ed78c8cda04","title":"Husky AI: Building a machine learning system","summary":"This post describes how the author built Husky AI, a machine learning system that classifies images as huskies or non-huskies, using a convolutional neural network (CNN, a type of AI model designed to process images). The author gathered about 1,300 husky images and 3,000 other images using Bing Image Search, then organized them into separate training and validation folders to build and test the model. The post notes a potential security risk: attackers could poison either the training or validation image sets to cause the model to perform poorly.","solution":"N/A -- no mitigation discussed in source.","labels":["research"],"sourceUrl":"https://embracethered.com/blog/posts/2020/husky-ai-building-the-machine-learning-model/","publishedAt":"2020-09-04T19:04:29.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_poisoning"],"issueType":"news","affectedPackages":null,"affectedVendors":[],"affectedVendorsRaw":["TensorFlow","Azure","Bing Image Search"],"classifierModel":"claude-haiku-4-5-20251001","classifierPromptVersion":"v3","cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"patchAvailable":null,"disclosureDate":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"training_data","llmSpecific":false,"classifierConfidence":0.75,"researchCategory":null,"atlasIds":null}}