data augmentation
4 episodes mention this concept
lexfridmanJan 22, 2022Yann LeCun on Self-Supervised Learning, World Models, and the Dark Matter of Intelligence
TechnologySelf-supervised learning (SSL)Supervised learningReinforcement learningWorld models
lexfridmanMay 8, 2020Ilya Sutskever on the Deep Learning Revolution, AI's Unity, and the Future of Intelligence
TechnologyDeep Learning RevolutionNeural NetworksBackpropagationHessian-free optimizer
lexfridmanJan 17, 2019Deep Learning State of the Art (2019): Breakthroughs in NLP, Applied AI, and Reinforcement Learning
TechnologyDeep Learning State of the ArtNatural Language Processing (NLP)Encoder-Decoder ArchitectureRecurrent Neural Networks (RNNs)
lexfridmanHuman-Centered AI: Integrating Human Intelligence for Robust, Ethical, and Explainable AI Systems
TechnologyHuman-Centered Artificial Intelligence (AI)Learning-based approachesDeep learningMachine learning
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Related concepts
Concepts that appear alongside data augmentation across episodes.
- natural language processing (nlp)
- recurrent neural networks (rnns)
- supervised learning
- generative adversarial networks (gans)
- transfer learning
- self-attention
- causality
- neural networks
- uncertainty representation
- face recognition
- turing test
- dilated/atrous convolutions
- body pose estimation
- self-play
- video-to-video synthesis
- objective annotation
- model predictive control (mpc)
- uncertainty quantification (ai)
- reinforcement learning (rl)
- cost function