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FAQ

    What is machine learning?
  • Machine learning is a branch of AI that enables systems to learn and improve from experience without explicit programming.
    • What are supervised and unsupervised learning?
  • Supervised learning uses labeled data, while unsupervised learning works with unlabeled data to identify patterns.
    • What is a neural network?
  • Neural networks are models inspired by the human brain, used in machine learning to recognize patterns and make predictions.
    • How is machine learning different from traditional programming?
  • Traditional programming relies on explicit instructions, whereas machine learning models learn from data.
    • What are popular machine learning algorithms?
  • Algorithms include linear regression, decision trees, support vector machines, and k-means clustering.
    • What is deep learning?
  • Deep learning is a subset of machine learning that uses multi-layered neural networks for complex pattern recognition.
    • What is the role of data in machine learning?
  • Data is crucial in machine learning; models learn from data patterns to make predictions or decisions.
    • What is model training in machine learning?
  • Training involves feeding a machine learning algorithm with data to learn patterns and improve accuracy.
    • What are evaluation metrics in machine learning?
  • Metrics like accuracy, precision, recall, and F1 score evaluate model performance.
    • What is overfitting?
  • Overfitting occurs when a model learns the training data too well, performing poorly on new data.
    • What is a decision tree?
  • A decision tree is a model used for classification and regression that makes decisions based on data features.
    • What is reinforcement learning?
  • Reinforcement learning is a type of machine learning where agents learn by interacting with their environment and receiving feedback.
    • What are popular machine learning libraries?
  • Libraries include Scikit-Learn, TensorFlow, PyTorch, and Keras.
    • What is transfer learning?
  • Transfer learning reuses a pre-trained model for a new task, often saving time and improving performance.
    • What are common applications of machine learning?
  • Applications include recommendation systems, image recognition, natural language processing, and autonomous driving.
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