مصادر الموسوعة: الكتب والمقالات

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

• 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
• بحث علمي
  Regression Shrinkage and Selection via the Lasso Robert Tibshirani · 1996 · Journal of the Royal Statistical Society, Series B 58(1)

  • Regularization
• بحث علمي
  Dropout: A Simple Way to Prevent Neural Networks from Overfitting Nitish Srivastava et al. · 2014 · Journal of Machine Learning Research 15

  • Overfitting
  • Regularization
• بحث علمي
  Adam: A Method for Stochastic Optimization Diederik P. Kingma, Jimmy Ba · 2014 · arXiv:1412.6980 (ICLR 2015)

  • Gradient Descent
• بحث علمي
  Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason Wei et al. · 2022 · NeurIPS 2022

  • Prompt Engineering
• بحث علمي
  Denoising Diffusion Probabilistic Models Jonathan Ho, Ajay Jain, Pieter Abbeel · 2020 · NeurIPS 2020

  • Generative AI
• بحث علمي
  Generative Adversarial Nets Ian Goodfellow et al. · 2014 · NeurIPS 2014

  • Generative AI
• بحث علمي
  Neural Machine Translation of Rare Words with Subword Units Rico Sennrich, Barry Haddow, Alexandra Birch · 2016 · ACL 2016

  • Token
• بحث علمي
  Efficient Estimation of Word Representations in Vector Space Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean · 2013 · arXiv:1301.3781

  • Embedding