Numerical Methods Courses

Alan Turing Institute

How Digital Data Collection Methods Impact Scientific Inference - Dr. Rebekah Tromble

Explore how digital data collection methods impact scientific inference, focusing on Twitter data analysis, APIs, and logit regression. Learn to navigate challenges in social and cultural research.

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

Alfredo Canziani

Contrastive Methods and Regularised Latent Variable Models

Explore contrastive methods and regularized latent variable models in energy-based models, covering self-supervised learning, autoencoders, sparse coding, and variational techniques for advanced machine learning applications.

• YouTube
• 1 hour 39 minutes
• On-Demand
• Free Video

OPENPediatrics

Ethics in the NICU - Principles, Methods, & Application

Explore fundamental principles and approaches for ethical decision-making in neonatal intensive care units, presented by Dr. Mark Mercurio. Gain insights into surrogate decisions, informed consent, and moral agency.

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

Steve Brunton

Overview of Deep Reinforcement Learning Methods

Comprehensive exploration of deep reinforcement learning techniques, including Q-learning, actor-critic methods, policy networks, and gradient optimization for advanced AI decision-making and control systems.

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

Physics with Elliot

Methods for Differential Equations Physics Students Need to Know

Explore five powerful methods for solving differential equations in physics: ansatz, energy conservation, series expansion, Laplace transform, and Hamiltonian flow, with practical applications to harmonic oscillators.

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

Simons Institute

Kernel Methods for Causal Inference

Explore kernel ridge regression for causal inference, covering dose responses, treatment effects, and extensions to various settings. Learn about consistency, efficiency, and robustness in estimation.

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

Simons Institute

Optimality and Approximation with Policy Gradient Methods in Markov Decision Processes

Explore policy gradient methods in Markov Decision Processes, covering optimality, approximation, and key concepts like entropy regularization and natural policy gradient.

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

Simons Institute

Randomized Numerical Linear Algebra - Overview

Explore randomized numerical linear algebra techniques for efficient matrix computations, covering sampling methods, error bounds, and applications to least-squares problems and SVD.

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

Simons Institute

Faster Algorithms and New Iterative Methods for Computing the Stationary Distribution

Explore advanced algorithms and iterative methods for computing stationary distributions, with applications in optimization and graph theory.

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

Simons Institute

Interior Point Methods

Explore advanced interior point methods for optimization, covering key ideas, path following analysis, and specialized algorithms like Renegar's and regularized John ellipse barrier.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Simons Institute

Stochastic Variance Reduction Methods for Policy Evaluation

Explore stochastic variance reduction methods for policy evaluation in reinforcement learning, covering MSPBE, SVRG, and SAGA algorithms with experimental results.

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

MITCBMM

Neuroscience Methods Tutorial

Explore diverse neuroscience methods including psychophysics, electrophysiology, and signal analysis. Learn about electrode types, spike sorting, and oscillatory activity.

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

USENIX

A Usability Study of Five Two-Factor Authentication Methods

Comprehensive usability study comparing five two-factor authentication methods, examining setup procedures, user experiences, and preferences to inform better security implementations for online accounts.

• YouTube
• 22 minutes
• On-Demand
• Conference Talk

OWASP Foundation

Topics of Interest - Attacking the Microservice Systems - Methods and Practical Tips

Explore methods and practical tips for attacking microservice systems, focusing on security assessment approaches to identify vulnerabilities specific to this architecture.

• YouTube
• 30 minutes
• On-Demand
• Conference Talk

Adobe

10 Photoshop Selection Methods for Photography Masterclass

Discover 10 essential Photoshop selection techniques to enhance your image editing skills, from basic tools to advanced methods for precise and efficient selections.

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