Georgia Tech Research Courses

Patent 101 for Entrepreneurs: Parts of a Patent, Understanding Claims, and Patent Strategy

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Discover key patent strategies, claim interpretation, and essential components for entrepreneurs. Gain insights from a senior licensing associate and patent attorney.

• YouTube
• 1 hour
• On-Demand
• Free Video

Mathematics for Deep Neural Networks: Theory for Shallow Networks - Lecture 2 of 5

Explore universal approximation theorem, proof strategies, and approximation rates for shallow networks. Learn estimation methods and data fitting techniques.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Mathematics for Deep Neural Networks: Advantages of Additional Layers - Lecture 3

Explore the mathematical advantages of deep neural networks over shallow networks, focusing on localization, approximation capabilities, and the Kolmogorov-Arnold theorem.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Mathematics for Deep Neural Networks: Statistical Theory for Deep ReLU Networks - Lecture 4

Explore statistical theory for deep ReLU networks, focusing on risk bounds, approximation properties, and sparse connections in neural network architectures.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Mathematics for Deep Neural Networks: Energy Landscape and Open Problems - Lecture 5

Explore the energy landscape of deep neural networks and future challenges in statistical theory, focusing on gradient descent methods and important developments.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Compatibility and the Lasso - Lecture 2

Explore compatibility and the Lasso in statistical learning with Sara van de Geer from ETH Zurich in this distinguished lecture on advanced machine learning techniques.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Sharp Oracle Inequalities for Non-Convex Loss - Lecture 1

Explore sharp oracle inequalities for non-convex loss in M-estimation, focusing on regularization techniques and sparsity-inducing penalties like the l₁-penalty in Lasso.

• YouTube
• 58 minutes
• On-Demand
• Free Video

The Debiased Lasso - Lecture 3

Explore sparsity in high-dimensional statistics, focusing on confidence intervals and the Debiased Lasso method for parameter estimation and asymptotic normality.

• YouTube
• 58 minutes
• On-Demand
• Free Video

The Power of Nonconvex Optimization in Solving Random Quadratic Systems of Equations - Lecture 1

Explore nonconvex optimization for solving random quadratic systems, achieving optimal accuracy in linear time. Learn about applications in imaging science and neural networks.

• YouTube
• 56 minutes
• On-Demand
• Free Video

Random Initialization and Implicit Regularization in Nonconvex Statistical Estimation - Lecture 2

Explore nonconvex optimization in statistical estimation, focusing on gradient descent's convergence to optimal solutions without explicit regularization or careful initialization.

• YouTube
• 48 minutes
• On-Demand
• Free Video

Projected Power Method: An Efficient Algorithm for Joint Discrete Assignment - Lecture 3

Explore an efficient algorithm for joint discrete assignment using projected power method. Learn about low-complexity procedures, optimization techniques, and statistical models for solving discrete assignment problems.

• YouTube
• 46 minutes
• On-Demand
• Free Video

Spectral Methods Meets Asymmetry: Two Recent Stories - Lecture 4

Explore spectral methods for asymmetric data matrices, covering top-K ranking and matrix de-noising. Learn advantages over traditional approaches in data analysis and estimation.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Inference and Uncertainty Quantification for Noisy Matrix Completion - Lecture 5

Explore inference and uncertainty quantification for noisy matrix completion, focusing on de-biased estimators and their distributional characterizations for optimal confidence interval construction.

• YouTube
• 51 minutes
• On-Demand
• Free Video

Neuronal Dysfunction in Brain Slice Cultures after Concussion - Lecture

Explore neuronal dysfunction in brain slice cultures post-concussion with Dr. Barclay Morrison III's seminar on cutting-edge bioengineering research.

• YouTube
• 56 minutes
• On-Demand
• Free Video

Ballbots: Development, Principles, and Applications

Explore the development, principles, and applications of ballbots - single-wheeled mobile robots. Learn about their mechanics, control systems, and potential uses in human environments.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video