Product Manager's AI Treasury
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Thematic PDF download for free
- Artificial intelligence foundation
- Machine learning topics
- Deep learning topics
- Natural language topics
- AI empowerment topic
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Basic science
- Artificial Intelligence - Artificial intelligence | AI
- Supervised learning - Supervised learning
- Training set, validation set, and test set (attachment: segmentation method + cross-validation)
- Classification model evaluation indicators-accuracy rate, accuracy rate, recall rate, F1, ROC curve, AUC curve
- Unsupervised learning - Unsupervised learning | UL
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To use machine learning, you only need 3 tools
To create an effective machine learning toolbox, you actually only need the following three basic tools: Feature Store, Model Store, Evaluation Store