Furong Huang

@UCx5MrzGkPdS6pLo0ph6afzA - 194 subscribers

Machine Learning Lectures and Talks by Furong Huang.

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Department Colloquium: Trustworthy Machine Learning in an Ever-Changing World

Department Colloquium: Trustworthy Machine Learning in an Ever-Changing World Furong Huang

598 views - 2 years ago

Trustworthy Machine Learning in Complex Environments (talk at UCSD)

Trustworthy Machine Learning in Complex Environments (talk at UCSD) Furong Huang

244 views - 3 years ago

Trustworthy Machine Learning in Complex Environments

Trustworthy Machine Learning in Complex Environments Furong Huang

179 views - 3 years ago

Learning Decision Making Systems under (Adversarial) Distribution Shifts

Learning Decision Making Systems under (Adversarial) Distribution Shifts Furong Huang

213 views - 4 years ago

L18 Latent Variable Models (2) - Algorithms in Machine Learning: Guarantees and Analyses

L18 Latent Variable Models (2) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

157 views - 5 years ago

L5 PAC Learning (2) - Algorithms in Machine Learning: Guarantees and Analyses

L5 PAC Learning (2) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

187 views - 5 years ago

L4 PAC Learning (1) - Algorithms in Machine Learning: Guarantees and Analyses

L4 PAC Learning (1) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

314 views - 5 years ago

L19 Latent Variable Models (3) - Algorithms in Machine Learning: Guarantees and Analyses

L19 Latent Variable Models (3) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

114 views - 5 years ago

L10 Boosting and Generalization of DNN-Algorithms in Machine Learning:Guarantees and Analyses

L10 Boosting and Generalization of DNN-Algorithms in Machine Learning:Guarantees and Analyses Furong Huang

99 views - 5 years ago

L2 Concentration Bounds (1) - Algorithms in Machine Learning: Guarantees and Analyses

L2 Concentration Bounds (1) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

430 views - 5 years ago

L16 Graphical Models - Algorithms in Machine Learning: Guarantees and Analyses

L16 Graphical Models - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

111 views - 5 years ago

L20 Latent Variable Models (4) - Algorithms in Machine Learning: Guarantees and Analyses

L20 Latent Variable Models (4) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

97 views - 5 years ago

L14 Adversarial ML (1) - Algorithms in Machine Learning: Guarantees and Analyses

L14 Adversarial ML (1) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

86 views - 5 years ago

L24 Reinforcement Learning (4) - Actor-Critic and Deep RL - Algorithms in Machine Learning

L24 Reinforcement Learning (4) - Actor-Critic and Deep RL - Algorithms in Machine Learning Furong Huang

144 views - 5 years ago

L12 Generalization of DNN (3) - Algorithms in Machine Learning: Guarantees and Analyses

L12 Generalization of DNN (3) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

50 views - 5 years ago

L1 Review - Algorithms in Machine Learning: Guarantees and Analyses

L1 Review - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

1.3K views - 5 years ago

L7 PAC Learning (4) - Algorithms in Machine Learning: Guarantees and Analyses

L7 PAC Learning (4) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

74 views - 5 years ago

L8 Boosting (1) - Algorithms in Machine Learning: Guarantees and Analyses

L8 Boosting (1) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

101 views - 5 years ago

L13 Generalization of DNN (4) - Algorithms in Machine Learning: Guarantees and Analyses

L13 Generalization of DNN (4) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

50 views - 5 years ago

L15 Adversarial ML (2) - Algorithms in Machine Learning: Guarantees and Analyses

L15 Adversarial ML (2) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

47 views - 5 years ago

L6 PAC Learning (3) - Algorithms in Machine Learning: Guarantees and Analyses

L6 PAC Learning (3) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

75 views - 5 years ago

L25 Reinforcement Learning (5) - Deep RL

L25 Reinforcement Learning (5) - Deep RL Furong Huang

67 views - 5 years ago

L17 Latent Variable Models (1) - Algorithms in Machine Learning: Guarantees and Analyses

L17 Latent Variable Models (1) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

172 views - 5 years ago

L3 Concentration Bounds (2) - Algorithms in Machine Learning: Guarantees and Analyses

L3 Concentration Bounds (2) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

226 views - 5 years ago

L11 Generalization of DNN (2) - Algorithms in Machine Learning: Guarantees and Analyses

L11 Generalization of DNN (2) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

132 views - 5 years ago

L22 Reinforcement Learning (2) - Temporal Difference Methods

L22 Reinforcement Learning (2) - Temporal Difference Methods Furong Huang

121 views - 5 years ago

L23 Reinforcement Learning (3) - Function Approximations

L23 Reinforcement Learning (3) - Function Approximations Furong Huang

98 views - 5 years ago

L9 Boosting (2) - Algorithms in Machine Learning: Guarantees and Analyses

L9 Boosting (2) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

69 views - 5 years ago

L21 Reinforcement Learning (1) - Algorithms in Machine Learning: Guarantees and Analyses

L21 Reinforcement Learning (1) - Algorithms in Machine Learning: Guarantees and Analyses Furong Huang

149 views - 5 years ago