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AI Today Podcast: AI Glossary Series – Confusion Matrix, Accuracy, Precision, F1, Recall, Sensitivity, Specificity, Receiver-Operating Characteristic (ROC) Curve

17 min • 16 juni 2023
AI Today Podcast: AI Glossary Series – Confusion Matrix, Accuracy, Precision, F1, Recall, Sensitivity, Specificity, Receiver-Operating Characteristic (ROC) Curve

In this episode of the AI Today podcast hosts Kathleen Walch and Ron Schmelzer define the terms Confusion Matrix, Accuracy, Precision, F1, Recall, Sensitivity, Specificity, Receiver-Operating Characteristic (ROC) Curve, explain how these terms relate to AI and why it’s important to know about them.

Show Notes:

  • FREE Intro to CPMAI mini course
  • CPMAI Training and Certification
  • AI Glossary
  • Glossary Series: Training Data, Epoch, Batch, Learning Curve
  • Glossary Series: (Artificial) Neural Networks, Node (Neuron), Layer
  • Glossary Series: Bias, Weight, Activation Function, Convergence, ReLU
  • Glossary Series: Perceptron
  • Glossary Series: Hidden Layer, Deep Learning
  • Glossary Series: Loss Function, Cost Function & Gradient Descent
  • Glossary Series: Backpropagation, Learning Rate, Optimizer
  • Glossary Series: Feed-Forward Neural Network
  • Glossary Series: OpenAI, GPT, DALL-E, Stable Diffusion
  • Glossary Series: Natural Language Processing (NLP), NLU, NLG, Speech-to-Text, TTS, Speech Recognition
  • AI Glossary Series – Machine Learning, Algorithm, Model
  • AI Glossary Series – Model Tuning and Hyperparameter
  • AI Glossary Series: Overfitting, Underfitting, Bias, Variance, Bias/Variance Tradeoff
  • Glossary Series: Classification & Classifier, Binary Classifier, Multiclass Classifier, Decision Boundary

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