مصادر الموسوعة: الكتب والمقالات

الكتب والمقالات والأبحاث التي تشرح مصطلحات الموسوعة. افتح المصدر، أو تصفّح المصطلحات التي يشرحها.

• مقالة
  A Few Useful Things to Know About Machine Learning Pedro Domingos · 2012 · Communications of the ACM 55(10)

  • Machine Learning
  • Overfitting
  • Feature Engineering
• كتاب
  Computer Vision: Algorithms and Applications (2nd ed.) Richard Szeliski · 2022 · Springer

  • Computer Vision
• كتاب
  Speech and Language Processing (3rd ed. draft) Daniel Jurafsky, James H. Martin · Stanford University (online draft)

  • Token
  • Embedding
  • Natural Language Processing
• كتاب
  Reinforcement Learning: An Introduction (2nd ed.) Richard S. Sutton, Andrew G. Barto · 2018 · MIT Press

  • Reinforcement Learning
• كتاب
  The Elements of Statistical Learning (2nd ed.) Trevor Hastie, Robert Tibshirani, Jerome Friedman · 2009 · Springer

  • Machine Learning
  • Overfitting
  • Underfitting
  • Feature Engineering
  • Classification
  • Regression
  • Clustering
  • Decision Tree
  • Random Forest
  • Support Vector Machine
• كتاب
  Pattern Recognition and Machine Learning Christopher M. Bishop · 2006 · Springer

  • Machine Learning
  • Classification
  • Regression
  • Support Vector Machine
• كتاب
  Artificial Intelligence: A Modern Approach (4th ed.) Stuart Russell, Peter Norvig · 2020 · Pearson

  • Artificial Intelligence
• كتاب
  Deep Learning Ian Goodfellow, Yoshua Bengio, Aaron Courville · 2016 · MIT Press

  • Deep Learning
  • Neural Network
  • Convolutional Neural Network
  • Recurrent Neural Network
  • Backpropagation
  • Gradient Descent
  • Underfitting
  • Regularization
• بحث علمي
  Deep Residual Learning for Image Recognition Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun · 2016 · CVPR 2016

  • Deep Learning
  • Convolutional Neural Network
  • Computer Vision
• بحث علمي
  Training language models to follow instructions with human feedback Long Ouyang et al. · 2022 · NeurIPS 2022

  • Large Language Model
  • Fine-Tuning
• بحث علمي
  Least squares quantization in PCM Stuart P. Lloyd · 1982 · IEEE Transactions on Information Theory 28(2)

  • Clustering
• بحث علمي
  Support-Vector Networks Corinna Cortes, Vladimir Vapnik · 1995 · Machine Learning 20

  • Support Vector Machine
• بحث علمي
  Random Forests Leo Breiman · 2001 · Machine Learning 45(1)

  • Random Forest
• بحث علمي
  Induction of Decision Trees J. R. Quinlan · 1986 · Machine Learning 1

  • Decision Tree
• بحث علمي
  Human-level control through deep reinforcement learning Volodymyr Mnih et al. · 2015 · Nature 518

  • Reinforcement Learning
• بحث علمي
  LoRA: Low-Rank Adaptation of Large Language Models Edward J. Hu et al. · 2021 · arXiv:2106.09685 (ICLR 2022)

  • Fine-Tuning
• بحث علمي
  Universal Language Model Fine-tuning for Text Classification Jeremy Howard, Sebastian Ruder · 2018 · ACL 2018

  • Fine-Tuning
• بحث علمي
  How transferable are features in deep neural networks? Jason Yosinski, Jeff Clune, Yoshua Bengio, Hod Lipson · 2014 · NeurIPS 2014

  • Transfer Learning
• بحث علمي
  A Survey on Transfer Learning Sinno Jialin Pan, Qiang Yang · 2010 · IEEE Transactions on Knowledge and Data Engineering 22(10)

  • Transfer Learning
• بحث علمي
  Ridge Regression: Biased Estimation for Nonorthogonal Problems Arthur E. Hoerl, Robert W. Kennard · 1970 · Technometrics 12(1)

  • Regularization