generative adversarial networks
10 episodes mention this concept
lexfridmanMay 8, 2020Ilya Sutskever on the Deep Learning Revolution, AI's Unity, and the Future of Intelligence
TechnologyDeep Learning RevolutionNeural NetworksBackpropagationHessian-free optimizer- lexfridmanJan 10, 2020
Deep Learning: State of the Art in 2020, Key Advancements, Limitations, and Future Research
TechnologyDeep LearningNeural NetworksPerceptron (single-layer, multi-layer)Backpropagation - lexfridmanJun 3, 2019
TensorFlow's Evolution: From Google Brain's Inception to a Global Open-Source ML Ecosystem
TechnologyDeep LearningTensorFlowOpen SourceGoogle Brain - lexfridmanApr 18, 2019
Ian Goodfellow on Generative Adversarial Networks, Deep Learning Limitations, and the Future of AI Cognition
TechnologyGenerative Adversarial Networks (GANs)Deep LearningRepresentation LearningMachine Learning - lexfridmanJan 17, 2019
Deep 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) - lexfridmanJan 11, 2019
Deep Learning Basics: Foundations, Progress, and Future Challenges
TechnologyDeep LearningNeural NetworksOptimizationMachine Learning - lexfridmanSep 27, 2016
Foundations of Unsupervised Deep Learning: Sparse Coding, Autoencoders, and Generative Models
TechnologyUnsupervised LearningSupervised LearningDeep LearningHierarchical Representations - lexfridmanSep 27, 2016
Foundations and Challenges of Deep Learning: Compositionality, Generalization, and Optimization
TechnologyCurse of dimensionalityCompositional modelsDistributed representationsDepth (neural networks) - lexfridmanSep 27, 2016
Demystifying Deep Learning: A Practical and Conceptual Dive into Torch and Automatic Differentiation
TechnologyMachine LearningDeep Learning LibrariesTorch (programming framework)Lua (programming language) - lexfridman
MIT AGI: Engineering Intelligence - Bridging Theory, Practice, and Societal Impact
TechnologyArtificial General Intelligence (AGI)Deep LearningReinforcement LearningComputational Cognitive Science