Edition 4 Crossword

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Across
  1. 1. "One complete pass through the entire training dataset in machine learning."
  2. 3. "An ensemble learning method that uses multiple decision trees for classification or regression."
  3. 7. "A tree-like model used for decision-making and classification."
  4. 11. "The vector of partial derivatives used in optimization to minimize loss functions."
  5. 12. "A function that measures how far a model's predictions are from actual values."
Down
  1. 2. "Learnable components like weights in a machine learning model."
  2. 4. "When a model performs well on training data but poorly on unseen data."
  3. 5. "A multidimensional array used in deep learning frameworks like PyTorch and TensorFlow."
  4. 6. "Adjustable values in a model that influence predictions during training."
  5. 8. "Grouping data points into clusters based on similarity."
  6. 9. "Mathematical representations of data points, often used in embedding spaces."
  7. 10. "A high-level neural networks API written in Python, built on TensorFlow."